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```r
#some ideas taken from here https://www.bioinformatics.babraham.ac.uk/training/10XRNASeq/seurat_workflow.html
# install.packages(c(\tidyverse\, \biomaRt\,\ggthemes\,\data.table\,\patchwork\,\Seurat\, \reshape2\))
#load libraries
library(dplyr)
library(Seurat)
library(patchwork)
library(data.table)
library(stringr)
library(ggplot2)
library(\biomaRt\)
library(ggthemes)
library(reshape2)
library(tidyverse)
library(RColorBrewer)
library(ggsci)
library(scCustomize)
set.seed(42)
#set working directory
setwd(\~/OneDrive - Queen Mary
Warning: The working directory was changed to /Users/duncanwotherspoon/Library/CloudStorage/OneDrive-QueenMary,UniversityofLondon/QMUL/Lab/Coding/data/R/Seurat/SandLKerato inside a notebook chunk. The working directory will be reset when the chunk is finished running. Use the knitr root.dir option in the setup chunk to change the working directory for notebook chunks.
```r
#load the dataset from the raw data downloaded
kerato.data <- Read10X(data.dir = \~/OneDrive - Queen Mary
Warning: Feature names cannot have underscores ('_'), replacing with dashes ('-')
```r
kerato
<!-- rnb-source-end -->
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.cell orig.ident nCount_RNA nFeature_RNA print(n = ...) to see more rows
<!-- rnb-output-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuIyBzZXQgY2x1c3RlciBjb2xvdXJzIGZvciBmdW5jdGlvbnMgbGF0ZXIuIFxucGxvdC5jb2xvdXJzIDwtIGMoXFwjZjg3MjY5XFwsXFwjODBiMDBlXFwsXFwjMDBiZGMyXFwsXFwjYzY3OWZmXFwpXG5gYGBcbmBgYCJ9 -->
```r
```r
# set cluster colours for functions later.
plot.colours <- c(\#f87269\,\#80b00e\,\#00bdc2\,\#c679ff\)
<!-- rnb-source-end -->
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<!-- rnb-text-begin -->
<!-- rnb-text-end -->
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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuIyBUaGUgW1sgb3BlcmF0b3IgY2FuIGFkZCBjb2x1bW5zIHRvIG9iamVjdCBtZXRhZGF0YS4gVGhpcyBpcyBhIGdyZWF0IHBsYWNlIHRvIHN0YXNoIFFDIHN0YXRzLiBBZGRlZCBwZXJjZW50YWdlIG9mIG1pdG9jaG9uZHJpYWwgUk5BIHBlciBiYXJjb2RlIHRvICdwZXJjZW50Lm10Jy4gXG5cbmdyZXAoXFxeTXQtXFwscm93bmFtZXMoa2VyYXRvQGFzc2F5cyRSTkFAY291bnRzKSx2YWx1ZSA9IFRSVUUpXG5gYGBcbmBgYCJ9 -->
```r
```r
# The [[ operator can add columns to object metadata. This is a great place to stash QC stats. Added percentage of mitochondrial RNA per barcode to 'percent.mt'.
grep(\^Mt-\,rownames(kerato@assays$RNA@counts),value = TRUE)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiIFsxXSBcXE10LW5kMVxcICBcXE10LW5kMlxcICBcXE10LWNvMVxcICBcXE10LWNvMlxcICBcXE10LWF0cDhcXCBcXE10LWF0cDZcXFxuIFs3XSBcXE10LWNvM1xcICBcXE10LW5kM1xcICBcXE10LW5kNGxcXCBcXE10LW5kNFxcICBcXE10LW5kNVxcICBcXE10LW5kNlxcIFxuWzEzXSBcXE10LWN5YlxcIFxuIn0= -->
[1] -nd1 -nd2 -co1 -co2 -atp8 -atp6
[7] -co3 -nd3 -nd4l -nd4 -nd5 -nd6 [13] -cyb
<!-- rnb-output-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxua2VyYXRvW1tcXHBlcmNlbnQubXRcXF1dIDwtIFBlcmNlbnRhZ2VGZWF0dXJlU2V0KGtlcmF0bywgcGF0dGVybiA9IFxcXk10LVxcKVxuXG4jIHNob3cgZXhhbXBsZSBtZXRhZGF0YSBwcmVzZW50LiBcbmhlYWQoa2VyYXRvQG1ldGEuZGF0YSwgNSlcbmBgYFxuYGBgclxuTkFcbk5BXG5gYGBcbmBgYCJ9 -->
```r
```r
kerato[[\percent.mt\]] <- PercentageFeatureSet(kerato, pattern = \^Mt-\)
# show example metadata present.
head(kerato@meta.data, 5)
NA
NA
<!-- rnb-source-end -->
<!-- rnb-frame-begin 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 -->
<div data-pagedtable="false">
<script data-pagedtable-source type="application/json">
{"columns":[{"label":[""],"name":["_rn_"],"type":[""],"align":["left"]},{"label":["orig.ident"],"name":[1],"type":["fctr"],"align":["left"]},{"label":["nCount_RNA"],"name":[2],"type":["dbl"],"align":["right"]},{"label":["nFeature_RNA"],"name":[3],"type":["int"],"align":["right"]},{"label":["percent.mt"],"name":[4],"type":["dbl"],"align":["right"]}],"data":[{"1":"Kerato","2":"2540","3":"889","4":"17.086614","_rn_":"AAACGGGCAGGGTTAG-1"},{"1":"Kerato","2":"19948","3":"3642","4":"9.153800","_rn_":"AAAGATGCAGTCGTGC-1"},{"1":"Kerato","2":"522","3":"364","4":"1.915709","_rn_":"AAAGATGGTCTAACGT-1"},{"1":"Kerato","2":"6345","3":"1834","4":"26.256895","_rn_":"AAATGCCCAGGAATGC-1"},{"1":"Kerato","2":"170","3":"137","4":"0.000000","_rn_":"AACACGTGTTAAGATG-1"}],"options":{"columns":{"min":{},"max":[10],"total":[4]},"rows":{"min":[10],"max":[10],"total":[5]},"pages":{}}}
</script>
</div>
<!-- rnb-frame-end -->
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```r
```r
#ribosomal genes
grep(\^Rp[ls]\,rownames(kerato@assays$RNA@counts),value = TRUE)
<!-- rnb-source-end -->
<!-- rnb-output-begin 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 -->
[1]
[6] 13a
[11] 27a 15a
[16] 6kb2 6ka4 22l1 3a
[21] 0l1 4x
[26]
[31] 27a
[36] 6ka1 6ka3 4x.1
[41] 6ka6 10l1
[46] 19bp1
[51] 27l
[56] 7l1 37a
[61] 27a.1 30l1 6kc1
[66] 36a 23a 6kb1
[71]
[76] 18a 36al
[81] 18l1 10a
[86] 35al1 35al1.1
<!-- rnb-output-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxua2VyYXRvW1tcXHBlcmNlbnQucmlib3NvbWFsXFxdXSA8LSBQZXJjZW50YWdlRmVhdHVyZVNldChrZXJhdG8scGF0dGVybj1cXF5ScFtsc11cXCkgXG5cbmhlYWQoa2VyYXRvJHBlcmNlbnQucmlib3NvbWFsKVxuYGBgXG5gYGAifQ== -->
```r
```r
kerato[[\percent.ribosomal\]] <- PercentageFeatureSet(kerato,pattern=\^Rp[ls]\)
head(kerato$percent.ribosomal)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiQUFBQ0dHR0NBR0dHVFRBRy0xIEFBQUdBVEdDQUdUQ0dUR0MtMSBBQUFHQVRHR1RDVEFBQ0dULTEgXG4gICAgICAgICAyNy41OTg0MjUgICAgICAgICAgMjIuNTYzNjY2ICAgICAgICAgIDI0LjEzNzkzMSBcbkFBQVRHQ0NDQUdHQUFUR0MtMSBBQUNBQ0dUR1RUQUFHQVRHLTEgQUFDQ0FUR0NBQUNDR0NDQS0xIFxuICAgICAgICAgIDYuNjAzNjI1ICAgICAgICAgIDI3LjA1ODgyNCAgICAgICAgICAyMy45NTQzNzMgXG4ifQ== -->
AAACGGGCAGGGTTAG-1 AAAGATGCAGTCGTGC-1 AAAGATGGTCTAACGT-1 27.598425 22.563666 24.137931 AAATGCCCAGGAATGC-1 AACACGTGTTAAGATG-1 AACCATGCAACCGCCA-1 6.603625 27.058824 23.954373
<!-- rnb-output-end -->
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```r
```r
# Visualize QC metrics as a violin plot
VlnPlot(kerato, features = c(\nFeature_RNA\, \nCount_RNA\))
<!-- rnb-source-end -->
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<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuXG5WbG5QbG90KGtlcmF0bywgZmVhdHVyZXMgPSBjKFxccGVyY2VudC5tdFxcLCBcXHBlcmNlbnQucmlib3NvbWFsXFwpKVxuYGBgXG5gYGAifQ== -->
```r
```r
VlnPlot(kerato, features = c(\percent.mt\, \percent.ribosomal\))
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuXG5cblZsblBsb3Qoa2VyYXRvLCBmZWF0dXJlcyA9IGMoXFxuRmVhdHVyZV9STkFcXCwgXFxuQ291bnRfUk5BXFwpKSArIHNjYWxlX3lfbG9nMTAoKVxuYGBgXG5gYGAifQ== -->
```r
```r
VlnPlot(kerato, features = c(\nFeature_RNA\, \nCount_RNA\)) + scale_y_log10()
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiU2NhbGUgZm9yICd5JyBpcyBhbHJlYWR5IHByZXNlbnQuIEFkZGluZyBhbm90aGVyIHNjYWxlIGZvciAneScsIHdoaWNoXG53aWxsIHJlcGxhY2UgdGhlIGV4aXN0aW5nIHNjYWxlLlxuIn0= -->
Scale for ‘y’ is already present. Adding another scale for ‘y’, which will replace the existing scale.
<!-- rnb-output-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuVmxuUGxvdChrZXJhdG8sIGZlYXR1cmVzID0gYyhcXHBlcmNlbnQubXRcXCwgXFxwZXJjZW50LnJpYm9zb21hbFxcKSkgKyBzY2FsZV95X2xvZzEwKClcbmBgYFxuYGBgIn0= -->
```r
```r
VlnPlot(kerato, features = c(\percent.mt\, \percent.ribosomal\)) + scale_y_log10()
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiU2NhbGUgZm9yICd5JyBpcyBhbHJlYWR5IHByZXNlbnQuIEFkZGluZyBhbm90aGVyIHNjYWxlIGZvciAneScsIHdoaWNoXG53aWxsIHJlcGxhY2UgdGhlIGV4aXN0aW5nIHNjYWxlLlxuIn0= -->
Scale for ‘y’ is already present. Adding another scale for ‘y’, which will replace the existing scale.
<!-- rnb-output-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-chunk-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuI0luIHRoaXMgZXhhbXBsZSB3ZSBydW4gYXBwbHkgb3ZlciB0aGUgY29sdW1ucyAoY2VsbHMpIGFuZCBjYWxjdWxhdGUgd2hhdCBwZXJjZW50YWdlIG9mIHRoZSBkYXRhIGNvbWVzIGZyb20gdGhlIHNpbmdsZSBtb3N0IG9ic2VydmVkIGdlbmUuIEFnYWluLCBoYXZpbmcgYSBoaWdoIHByb3BvcnRpb24gb2YgeW91ciBkYXRhIGRvbWluYXRlZCBieSBhIHNpbmdsZSBnZW5lIHdvdWxkIGJlIGEgY29uY2VybmluZyBzaWduLiBXZSB3aWxsIGFsc28gbG9vayBsYXRlciBhdCB0aGUgc3BlY2lmaWMgbW9zdCBoaWdobHkgZXhwcmVzc2VkIGdlbmVzLlxuXG5cbmtlcmF0b1tyb3duYW1lcyhrZXJhdG8pICE9IFxcTWFsYXQxXFwsXSAtPiBrZXJhdG8ubm9tYWxhdFxuXG5hcHBseShcbiAga2VyYXRvLm5vbWFsYXRAYXNzYXlzJFJOQUBjb3VudHMsXG4gIDIsXG4gIG1heFxuKSAtPiBrZXJhdG8ubm9tYWxhdCRsYXJnZXN0X2NvdW50XG5cbmFwcGx5KFxuICBrZXJhdG8ubm9tYWxhdEBhc3NheXMkUk5BQGNvdW50cyxcbiAgMixcbiAgd2hpY2gubWF4XG4pIC0+IGtlcmF0by5ub21hbGF0JGxhcmdlc3RfaW5kZXhcblxucm93bmFtZXMoa2VyYXRvLm5vbWFsYXQpW2tlcmF0by5ub21hbGF0JGxhcmdlc3RfaW5kZXhdIC0+IGtlcmF0by5ub21hbGF0JGxhcmdlc3RfZ2VuZVxuXG4xMDAgKiBrZXJhdG8ubm9tYWxhdCRsYXJnZXN0X2NvdW50IC8ga2VyYXRvLm5vbWFsYXQkbkNvdW50X1JOQSAtPiBrZXJhdG8ubm9tYWxhdCRwZXJjZW50Lkxhcmdlc3QuR2VuZVxuXG5rZXJhdG8kbGFyZ2VzdF9nZW5lIDwtIGtlcmF0by5ub21hbGF0JGxhcmdlc3RfZ2VuZVxua2VyYXRvJHBlcmNlbnQuTGFyZ2VzdC5HZW5lIDwtIGtlcmF0by5ub21hbGF0JHBlcmNlbnQuTGFyZ2VzdC5HZW5lXG4jIFxuIyBybShrZXJhdG8ubm9tYWxhdCkgI3dpbGwgcmVtb3ZlIHRoZSBub21hbGF0IGNvbHVtbnNcbiNubyBtYWxhdCBjZWxscyBub3QgcmVtb3ZlZCBkdWUgdG8gcmVkdWNpbmcgbGV2ZWxzIHRvbyBtdWNoLiBcblxua2VyYXRvXG5gYGBcbmBgYCJ9 -->
```r
```r
#In this example we run apply over the columns (cells) and calculate what percentage of the data comes from the single most observed gene. Again, having a high proportion of your data dominated by a single gene would be a concerning sign. We will also look later at the specific most highly expressed genes.
kerato[rownames(kerato) != \Malat1\,] -> kerato.nomalat
apply(
kerato.nomalat@assays$RNA@counts,
2,
max
) -> kerato.nomalat$largest_count
apply(
kerato.nomalat@assays$RNA@counts,
2,
which.max
) -> kerato.nomalat$largest_index
rownames(kerato.nomalat)[kerato.nomalat$largest_index] -> kerato.nomalat$largest_gene
100 * kerato.nomalat$largest_count / kerato.nomalat$nCount_RNA -> kerato.nomalat$percent.Largest.Gene
kerato$largest_gene <- kerato.nomalat$largest_gene
kerato$percent.Largest.Gene <- kerato.nomalat$percent.Largest.Gene
#
# rm(kerato.nomalat) #will remove the nomalat columns
#no malat cells not removed due to reducing levels too much.
kerato
<!-- rnb-source-end -->
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.cell orig.…¹ nCoun…² nFeat…³ perce…⁴ perce…⁵ large…⁶ perce…⁷ print(n = ...) to see more rows
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<!-- rnb-text-begin -->
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```r
```r
VlnPlot(kerato, features=c(\percent.Largest.Gene\))
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<!-- rnb-plot-begin -->
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39ju7r9lPyeOnWqiuyJMbBtDLF6g9gThQoWLKjwBibG9TCO1R2WYCI1YeN2JbbtcL3ktJ5s60CDBw9OUAYXjEwQ3F87dOhAbBdDbPtB//zzjwqTDmkWJDbsQULdunWjyMhIt20ldRG/KYRax9rj98AqGXr//fcd1Tp37uw4njx5cgIGxPgbMTsnR4N8YOZ3ktw+jP3JsSAQjgj8u9OE4+xlzk4IIObBpEmTnK7Nnj3bcY68GyC8nWtCLA9sRPrDenEVEwJl2R5CF3N8G2NE6IvY2BC+HIQNjG1E9C21mTVs2JDYc4UQdAqqmuT072jYxIFx40e8EX8QNk9NbNxJbACqmA+sBdRbIGDijtxhiXgZmiCdwnpoQrhy5KpxJWzQWioEBqVWrVqO9QQjAEYGMUPY3kNVZQ8npZZDOHTkYfnyyy8JYedRF3FjQGBkEctFk7dY4jfxzDPP6OqKKQKz5krICcNG0K6Xyds5JWjAxIVA9GFiGFJEEAheBPjhJhTGCLgaofJbnXJ33bt3byy/CTvca+EhcvToUYUUbywOo0XERoD3C4wPYVwKN0X+b4jlN3GHMaPRcBLGiO5o+PDhqh7q8tt/7JgxY5Qr75NPPum4zkyKT/2jEm+Aqh244LqS0UASY9XEm6+j76FDh8ZOnDhRGYfiPkfljGXJjXI/1eXxbTRC7dq1q4q7gdgbrp/33ntPVXvkkUccffCGqzxWmKmLNc4bmGCdQElhCXdmljo42oRRJjyMWMWjYnqgLf3RRqho9+GHH3Zcb9++feyGDRuU0Srio+jy8H4BIWaJvobxa8zgmWKcP9tuqPL44wuW8N5hhsbRF/pkG5PYjz76KPazzz6L7d69e4I4NOhHkzdzQh2jEepXX32lm1Hf8PTSc+ZcNI573vbhqCgHgoAgIF4w4f4bMDIgrAaJBaOhH7TGb+0Bo/FyjcOhN3jUwbF22UT5pDZNlEEwsgYNGrjtG22ySDyWxfwoqsib/lFBj88bBoST0CUYj45voQNUATMjGTdgI36ux3BVBYGpMd5DzAvMFdeMHitg+kBmsGRj1gQbM9qDpxGrxRz9GRkQNjB1YlxQXmOGYwQoY6mGGgNnpI3FOHEdH5ZWOGKr6GscjVSV1X98wRJ1wfSyMa2jL92+u28wKwgyp8mbOaGOLwyIt33oscm3ICAIsGhXQAhvBIwMCN6cETjK6OKoJRzuUGIRv3rjxQakNwQEpBoxYoRTcTObJirgjZdtShxxLHSbCNTlLhKm2f7Rtt5MvWFAsOkj9ogeB5gNzQRZxYBgbJA0oW3dDwKCseeRisOir2npg1ksERuDbTCUpIZVBbGQriC2i5HJw+ZpJLjfsiotlg0wHWMBboiQa3QRRh0wL7iucdXjZG8RNR+spZF8wVLXR1uISeMaqA7SNkivOF9MLKuyHAySrodvb+bkCwPibR/GscmxIBDuCNwDAPjhIRSmCMClEPp9EDMgSo+PY+15APdQ6OMTI2ZiVD4YeMzAcFDbEyRWJ7F7+EnC9RL6fYzJ6Injrp7V/Rv7gC0D3C1hAwI7leTOzdi28RheQLBvQZ4a2Bb4SvAMAXYcRM1htGtsC/l6mHlQl4AvSzKMt9Ux5szMifI8gR2PNv5NUJAvcNwU9VvBGsBGB+6znn4vVmCJ+eG3CdsW5GaBV5MZ8mZOZtpzVyYQfbjrV64JAsGKgDAgwbpyFo3bEwNiUfPSTIARYEmDivWBbsE4sC2NI7YLssiyBIRYokDwljG60AZ4mNKdICAICAIkbrjyIxAEQggBeAhBagVGBNICDr+uAoTh2MhwwE1WSBAQBASBlERA3HBTEn3pWxCwGAGoP+DaC1daENRZULlo5gOuu//5z38csUcs7l6aEwQEAUHANAKigjENVWgWhN567dq1anIIbMWeEqE50TCcFdYVdiXsSUJsNKsCnXGWV2IX4jBEQ6YsCAgCdkNAGBC7rYiMRxAQBAQBQUAQCAMERAUTBossUxQEBAFBQBAQBOyGgDAgdlsRGY8gIAgIAoKAIBAGCAgDEgaLLFMUBAQBQUAQEATshoAwIHZbERmPICAICAKCgCAQBggIAxIGiyxTFAQEAUFAEBAE7IaAMCB2WxEZjyAgCAgCgoAgEAYIBA0DwknSaN26dWGwJDJFQUAQEAQEAUEg9BEImjggnTt3prNnzxKneQ/9VZEZCgKCgCAgCAgCIY5A0EhAQnwdZHqCgCAgCAgCgkBYISAMSFgtt0xWEBAEBAFBQBCwBwLCgNhjHWQUgoAgIAgIAoJAWCEgDEhYLbdMVhAQBAQBQUAQsAcCwoDYYx1kFIKAICAICAKCQFghIAxIWC23TFYQEAQEAUFAELAHAsKA2GMdZBSCgCAgCAgCgkBYIZAmrGYrkxUEghiBvXv30vXr1x0zyJw5MxUrVsxxLgehi0B0dDQ1atSIvv/++9CdpMws7BAQBiTsllwmHIwI7Nmzh1q1apVg6IsXL6Z8+fIluC4X4hCYPXs2tWjRgrZv305ly5YNSli+/vpriomJUZ8ePXpQgwYNgnIeMmhBwBUBUcG4IiLngoANEbh48aIa1fslIunn8mWpT7EIdX7p0iUbjtY+QwLzAYIEIVjp+eefp6ioKGrTpo0wH8G6iDJutwiIBMQtLHJRELAXAnfu3FEDis6ciUrz53ZsrDq/ffu2vQZqs9Hs3r2bSpUqRefOnbPZyMwPJ3Xq1LRjxw7zFaSkIBAkCAgDEiQLJcMMbwTu3r2rALjnnnvUtxZdxsYzIuGNjufZlyxZkgQjz/jIHUEgJRHQz7GUHIP0LQgIAl4iECf/8LKSFBcEBAFBwEYICANio8WQoQgCnhBIlSruX9X1bV5LRDzVk+uCgCAgCNgVAWFA7LoyMi5BwICAZkBuU7ztR7zqBfYBQoKAICAIBCMCwoAE46rJmMMOgTRp4sy17sQzHvpbXw87QGTCgoAgEPQICAMS9EsoEwgHBDSj4fB+EQlIOCy7zFEQCGkEhAEJ6eWVyYUKAlrVcife+lRLQNKmTRsqU5R5CAKCQJghIAxImC24TDc4EdASEM14aEZE24YE56xk1IKAIBDOCAgDEs6rL3MPGgS0t8vdeNXL3XhjVGFAgmYJZaCCgCDggoAwIC6AyKkgIAgIAoKAICAI+B8BYUD8j7H0IAgkGwEd/yOVIxJqXERUHSE12R1IA4KAICAIBBgBYUACDLh0Jwj4gsCtW7dUtTTxDIj+1jlifGlT6ggCgoAgkJIICAOSkuhL34KASQRu3rypSqZLFSf5SBv/fePGDZMtSDFBQBAQBOyFgDAg9loPGY0g4BaBa9euqesZUsVFPs0YH5pdX3dbSS4KAoKAIGBjBIQBsfHiyNAEAY3ApUuX1GGW+NDr+ltf1+XkWxAQBASBYEFAGJBgWSkZZ1gjcOHCBTX/bGniJCDZ4kOz6+thDY5MXhAQBIISAWFAgnLZZNDhhsCZM2coXepUlCleApIzbVxumLNnz4YbFDJfQUAQCBEEhAEJkYWUaYQ2AqdOnaI86dM7JpmObUDuXL9G3bt3pxMnTjiuy4EgIAgIAsGCgDAgwbJSMs6wRuDYsWOUP41z3pc9Bw8pTIoVKxbW2MjkBQFBIDgREAYkONdNRh1mCBw5eJAKpotTu+iptywTpQ5Pnz6tL8m3ICAICAJBg4DzEy1ohi0DFQTCC4GDhw7RvblyOE26dv58dC1ffsqSJYvTdTkRBAQBQSAYELBcAqJDRic2eTNlEqsv9wSBcEIA9h+Xr16lyAwZnKZdlM+Psv3H9evXna7LiSAgCAgCwYCAZQzIrFmzqGvXrpQ1a1YqX748ffnllwnmv379eurRowflzJmTSpQoQR999FGCMnJBEBAEnBHYvXu3ulA8ozMDUiJTRnV9z549zhXkTBAQBASBIEDAEgbkIOunO3ToQHnz5qX58+fTk08+SW+++SYNHjzYAcFVfoPr0qWLOl+wYAG9//77NGDAAGFCHAjJgSDgHoEdO3ZQas4BE+nCgJSKZ0BwX0gQEAQEgWBDwBIbEEgyihQpQt988w2lYvfAmjVr0pIlS+iPP/6gPn36KEwGDhxIMJb76aefKAOLjqtUqUJgXIYOHUpvvPEGpTe4GAYbiDJeQcCfCGzbto2KZ85EcL01UnYORpafmZLt27cbL8uxICAICAJBgYDzE83HIX/99de0aNEixXzoJhCbIG3af90G58yZQy1atFDMhy7Trl07xZSsXr1aX5JvQUAQcEFg66ZNFO0i/dBFopmZ38z3hQQBQUAQCDYELGFAINEoVKiQmvu+ffvo448/pmXLltELL7zgwAN6bEhJjFS4cGF1evz4ceNlORYEBIF4BC5fvkx79u+n8pkzu8WkXJbMBAnJ7du33d6Xi4KAICAI2BUBS1QwenL7+UEJ41IQpBuPPvqovkUXL16kXLlyOc5xkCNHnFvhyZMnna7jZNiwYfT33387rq9cuZJKlSrlOJcDQSAcENjE0g14jVXM6t7VtiIzIDcOHaGYmBiqUKFCOEDido7FixenXr160Xvvvef2vlwUBAQB+yFgiQRETyt37ty0ceNGZdcBj5f69evTnTt31O00rK9OHZ/HQpe/hw3r8Llx44a+5PhGmnEk2tKfW7duOe7JgSAQLgisW7eOMvL/Tul4g1PXeYMBgYEqyoUrvfvuu4SXHxi24/kjJAgIAsGBgKUMCFxwK1WqRC+99BJ98sknBKkFPqACBQrQuXPnnFA5f/68ervLli2b03WcwHgVEhD9adCggZONSYIKckEQCEEE1rB9VMUsmRST4W56GZmpj2ImZM2aNe5uh8W1vn37KiP2bt26UeXKlcNizjJJQSAUELCEAcHDz9UVEAanoBUrVqjvggULJkiapZNoQXwqJAgIAs4IQOq3niUb1ZKIdFqNGZDV8Yy+cwvhcQYbNARjGzNmTHhMWGYpCIQIApYwII8//jg99thjTpDMnj1bnWubkCZNmhCu3b1711Fu5syZlJmN66pXr+64JgeCgCAQh8DmzZvp+s2bVD1b1kQhqcH3z7I0UQcsS7Sw3BQEBAFBwCYIWMKAPPXUU0rVguinULNMmjRJBRhDRNSWLVuqqT777LPK5RYBymDZD8nIoEGDqF+/fpQ9e3abwCHDSEkEIEqvWrUqib1P3CqsWrWK0rOKBXYeiVFVNlC9hwtodWdiZeWeICAICAJ2QcASBuTll18mGIK9/fbbBEPUjh07UtGiRWnatGmOAGNwuR0/fjyNGDGCYPPRunVrat++Pb366qt2wULGkYIIIJgW7IY2bNhAb731VgqOxD5dr1i+nCplzUxpXQKQuY4wKxuplmUmRBgQV2TkXBAQBOyMwD3s4hdr1QDhzYI4ILD38CTVQHewWI+IiCB4xpilzp0709mzZ1Wod7N1pFxwIQA13m+//aY8pxBRN5zpJqtearJqsle+PPRkkbgYO4nh8eWBQzT96nVawVITIUFAEBAEggEBS5/yCKdetmxZj8wHAIHbLYxOvWE+ggFIGWPyEfj111+VV1S4Mx9AcsuWLabsPzTqsBM5x27rYgeiEZFvQUAQsDsCljIgdp+sjE8QCBYEkJ4gXepUVCEJ+w89H20HImkNNCLyLQgIAnZHQBgQu6+QReNDYDdIn5AMUMj+CKxl1/by7H6blP2HngnsQEoys7J27Vp9Sb4FAUFAELA1AsKA2Hp5rBtcnTp1VGNPPvmkdY1KS35DYANHEq7MGXC9oUqZMtF6YUC8gUzKCgKCQAoiIAxICoIfyK6XLl2qJCCjR48OZLfSlw8IHDp0iC5cusQSkMTdb12bhrvu4aNHE0Qcdi0n54KAICAI2AEB824odhitjMFnBLKwON8YBM7nhqSi3xHYunWr6iPaSwmILg+X5nr16vl9nNKBICAICALJQUAkIMlBT+oKAslAYO/evW5rI61BlrRpqSB7lXlDkRkzUBq280FmXCFBQBAQBOyOgEhA7L5CMr6QRACRgOvWravmZgzFA0PhTGzL0apctNfzhsFqBEtNPDE2XjcoFQQBQUAQ8CMCIgHxI7jStCDgCQGdK8l4f9SoUer06tWrlJaD+vlCRVlycoCDAQoljQAYPzB8VapUSbqwlBAEBAHLERAGxHJIpUFBIGkE3n//fZo6dSodP37cUfihhx4i5ErKny8fVc+T23Hdm4NC6dPRkcOHvakStmWHDRum5r5x40ZxXw7bX4FMPCUREBVMSqIvfYc1Am3atEkwfyRnnDhxIuVNly7BPTMX8qZLS6eOnTRTNOzLvPDCCyopZqFChSQjd9j/GgSAlEBAGJCUQF36FAQ8IIBs0qCcaX3718yZJi3dvHWLrly5Qpkze+fG62FIIXsZ6pc//vgjZOcnExME7I6AqGDsvkIyvpBFoFSpUvT77787ze/ixYvqPGvq1E7XzZ5kTRNX7xLHERESBAQBQcDOCAgDYufVkbEFDIFVnEW2atWqdIulB4EgiP/37NlDPXv2VNmhdZ8ImQ/K6CMDkjE+izAMWYUEAUFAELAzAsKA2Hl1ZGwBQ6B27dq0YcOGgHlEfPTRR2pu3bp1o8jISMc8b968qY7TsXrAF0oXz4DodnxpQ+oIAoKAIBAIBIQBCQTK0oftEYD3CWjOnDkBGWuuXLkIbqBjxoxx6u/OnTvqPJWPDEiqeL5Fot46wSongoAgYEMEhAGx4aLIkAKPwIABAxRDULhw4cB3bugRhpFWkFXtWDEWaUMQEAQEAXcICAPiDhW5JgikEAKp4lUod1k64gvdja8mDIgv6EkdQUAQCCQCwoAEEm3pSxBIAoHU8cant8k3BuR2POOSliOiCgUnAgcPHgzOgcuoBQEvERAGxEvApLgg4E8ENONwW4syvOxMMyBp0vgWR8TL7kKuOCRH+OzcuTNF5rZ8+XIqVqyYGkOKDEA6FQQCiIAwIAEEW7oSBJJCQDMgt3xUwQgDkhTCnu8fO3bMcXPz5s2O40AejB8/PpDdSV+CQIoiIK9JKQq/dC4IOCOgJRd3hAFxBiYAZwULFqRt27bR5MmTqXPnzgHoMWEXgwcPpmrVqlGjRo0S3pQrgkCIISAMSIgtqEwnuBHQxqN3fZyGNl7Vxqw+NhO21aKjowmflKSHH344JbuXvgWBgCEgKpiAQS0d2QmBDz74gA4cOGCnITmNxRpnXKcm5UQQEAQEAVshIAyIrZZDBhMIBIYPH07IOhsZGUnnz58PRJem+3AEIjNdw7lgajagBOl2nO/KmSAgCAgC9kFAGBD7rIWMJEAI1KhRw9FTjhw5HMd2OLh+/boaRvr4eCDejknX0+14W1/KCwKCgCAQKATEBiRQSEs/tkEASecQBt2OdPnyZTWsLPFZbb0dY5b4OCK6HW/rS3lBQBAQBAKFgEhAAoW09CMImEDg3LlzqlQOH+N46Hpnz5410ZsUEQQEAUEg5RAQBiTlsA+rnpHuXihpBBCLIi2rXzQjkXQN5xJ508VFQD1+/LjzDTkTBAQBQcBmCAgDYrMFCcXh/PTTT4R093azt7Aj1vv376ciGTP6HAkzI6tgcmdIb2sPHzviLmMSBASBwCMgDEjgMQ+7HhcuXKjmfOHChbCbu7cT3rF9O5VMn87bak7lS6ZPTzHcjpAgIAgIAnZGQBgQO69OiIztt99+o9GjR9PVq1dDZEb+mcaNGzdoe0wMlcuSOVkdVMiciTZt3Eh37/oazixZ3UtlFwT27NnjckVOBQFBAAgIAyK/g4Ag8OCDD1JGVi0IeUZg7dq1dOv2baqRLavnQibuVOf6F9mbZuvWrSZKSxF/IgDGu1SpUtS4cWN/diNtCwJBiYAwIEG5bDLoUERg3rx5lIvVJ9EswUgOVWMGJCN70aC9YCa4SiM0ffv27YN2GkOGDFFj12rIoJ2IDFwQ8AMCwoD4AVRpUhDwFoFbt27RjGnT6P4c2ShVfDRTb9vQ5dOxF03j7NloKidVs2u8Ez3WxL4RLh80ZcoU2rRpkzoOtj/Lly+nvn370unTp4Nt6DJeQcDvCAgD4neIpQNBIGkEZs+eTefYSLddvjxJFzZRAu0cYZfeRYsWmShtzyLvvfeeygr7xhtvUKVKlew5SBOj6t+/P+XOndtESSkiCIQXAhIJNbzWW2ZrUwR+/N//qAqrTqIzJ88AVU+vFktASrExK9oN1tTuqdmleMGCBXpK8i0ICAIhhoBIQEJsQa2azs2bN5X+PVhF31bhEIh2Zs2aRdt37KAnChWwtLveBfLTqjVraNmyZZa2K40JAoKAIGAFAsKAWIFiCLaBTLGgypUrq2/54x8E4Ho7aOBAqsESi3o5slvaSfPcOalsliz06ccfS3ZcS5GVxgQBQcAKBCxnQMzEHghmwzgrQA+GNpYsWaKG+fXXXwfDcIN2jMOGDSOEX+9TrIjlc4AHyRvc7s7du2nEiBGWty8NCgKCgCCQHAQsY0BGjRpFFSpUoPTsRpgzZ05C3IfDhw87jW39+vXUo0cPdb9EiRL00UcfOd2XE/sggPUBo/jiiy/aZ1AhNhKot34cPpx6FsxPpTMlz/XWEzSVs2ahLvnz0pCvvqLdzIgICQKCgCBgFwQsYUCmTp1KDz/8MNWqVYv++ecfGjx4MCGoUqtWrQi2BCBEwezSpYs6hmHZ+++/TwMGDBAmRCEif8INgcscKOw/r75KJTJlpGeKFPLr9F8pWoTyp01Dr73yCl2/ft2vfXlq/LvvvqMxY8Z4ui3XBQFBIAwRsIQBgRi5ePHi9PPPP1ODBg3oiSeeoE8++YQ2b95MK1asULAOZD03fOGRmKxKlSr02GOP0VtvvUVDhw4l6MGFgguB1atXKyPVp59+OrgGboPRQrIE19LTJ07QpyUjVfZbfw4rE3uTfFoikvbt3asYf3/25a5tRGR9/vnnqXv37uoFxV0ZuSYICALhh4AlDMhTTz1FeMMxEhgSkE5ANmfOHGrRogVlyJDBUaxdu3aKKcFmJhRcCDz66KNqwMNZhSDkHQLffPMN/f333/Re8aJUPEDh6aPZJfeNYhE0adIk+vXXX70bcDJLly5d2tFCkyZNHMdyIAgIAuGNgCVxQDp37pwAxZEjR1IaDgddvXp1dQ/653r16jmVK1y4sDo/fvy403WcIIHTCX5D1HTmzBl9KN82QGA7Z1vt2LEjffnllzYYTfAMYRpHOwUD0ptdbpvnzhXQgXdiW5CdrAod8OmnVKxYsYDlJ0mXLl1QR2QN6CJJZ4JAGCFgCQPiihfULj/88AO9wjrnQoXi9NsXL16kXLmcH7g5cuRQVU+ePOnahFLhQKVjJKh3hOyBADws8DYtZB6BVatW0Vtvvkn3M+PxfEQc822+tjUl+0QWpcM3btKrL79Mv/NLQsWKFa1pWFoRBAQBQcBLBCxRwRj7hPFpmzZtqFq1ak4GppCGILKhkbCJ4ePOBgRGquvWrXN87rvvPkrFOS6EBIFgRGAHBxp77plnqDwbnX7Idh/43acEpeF+B5YuQUXTpqWnn3ySDhw4kBLDkD5NIHCbMyOfP3/eREkpIggEJwKWSkAQO6J169bqrWr69OlO6dcLFChA586dc0IJ/1wwyMuWLZvTdZwULVpUffQNSEvOnj2rT+VbEAgaBA4dOkRPPP445WOe48uokpQ+hRnpzPwiMJTH0Xv7TurN4xo9dizlzZs3aPAMl4GmZSYRtHTp0gTq63DBIFDzxEuwlWp+2Dq6SvwDNZdg6scyBgThnlu2bEn169enCRMmUCaXuAYFCxZ0sukASNrGQxusBhNwMlbrEXj77beVazakaJCg2YVOnTpF+fLlIxhQws3cG8JD7YlevSg1214MKxdF2VgSaAfKky4tDSsDJmSXYkL+HD2asmbNaoehyRgYAW28DzAkk67/fxJ45vTi/1OrCPugqwmBVW2HUjuWPA0hXoaHy/33309j+W1Kc+5GoPDw/vHHHwmRUrUqZebMmZSZk29pQ1VjeTkOPwQQFwYEN24ErbML9enTRw1l/vz5Xg0JsT6e7N2bLrAx9U/RUZSPjTHtRBH8lvY1S0KeZknIM08/RSN++VUFEjQ7xnHjxlG5cuWofPnyZquEZbnly5crCcbKlStVrCQzIGTPnp3A+OIZCW9BocAg8BbbSOVPn7z/0+GHjwZmsCHQiyUMyKscUAn6Sqhf8FAyUp06dQhRNZ999ln1dvsmG+HBvmPLli00aNAg6tevH+GfTSgwCCAYHALE9eaN0W60f/9+atq0KdnNLfuXX35RqsLHWV1hlm7dukUvvvAC7WPvr/+VLU2RGf91PzfbRiDKlc2cib5gm5AXN2yk1/j/+BuO6aNfEBLrH/ZZ3bp1U0Xg4VayZMnEiof1Pe39V7t2ba+8gfLkyUPa3T2sAQzg5GtyTqbk/q9OOHGK7gZwzMHcVbIZEOSxQDZPEOKBuBKkHmBA4HI7fvx4tfF9/vnnKhw7NkMwL0KBQQAiQawBPggGZyc1BxCAa6gdw4XDYPS3337zapHeeecdWs1eL7D5KMcxOOxMURyLpD8bxr7F6qX+/fvTe++9l+RwoVLVFBkZqQ/l2w0CkGTAxgbPSiFBQBD4F4FU/x76doQHEQxJPX0gTtcEUSL+GXWMD7jqunrG6LLybT0C+o01IiLCdsyH9bNNuRYR52PKlCnUl8W5Vme4tXpW+f8cQ4VHj6PU7Jr7GieuQ/ye33//Pclu8H+PNAsI7S7/w4nDBUkGno8wxBcSBFwRgCs8Yiq5EiKJ586dW6k5tb2kaxkrz2FrBGlvICnZDIi3g8XbJIxO4ZYrFFgEsnBqdjwIDx48GNiOw6i3uXPnEjIIP86Bxtrly2P7mV+9fUeNcRN7qPUoWIA658tLn3z8McGoPCmCrReSTwoJAoKAtQjExMQom0owrbA9y58/v7UduGntGQ4TABvOQFLAGZBATk76CgwCeOOHOg0GxuFMiKnx5uuv0705c9ALKRRozFv8DzzYmfpWrkivlI9WVV+PjKDK2bKqRHmBeOvydrxSXhAIdQT2cs4m2MJBcgavu0AwH8AUz+9AxycSBiTUf81+nh823ZdeeknZlfz3v//1c2//Nr9o0aJ/Tyw+epIDdDVu3NgrhgpG2Mhum41i6aOSkZSKJX3BQLlYgvEWMyCa0nKMkgEli9NNjlz8Oq8nJGZWEwxYhQQBQSAhAogZhKCbiHvlTvJx5coVldgRWgTYFXXo0MFJoo1YXDB6hiS2SJEi6jmG+FlQlyLMQaVKlZTnaVRUlLK/RJZ60MscGRlZ6lG/Ro0aDnslnDdq1Eg5iiCnE5xIdIb7hKP3/oowIN5jFnQ1kHnVX0HcjDlFPvvss4BgAyNm/FP4I3gWXCaRsXnhwoU0ZMgQ0/OBPdPWbduof4liicb62HfpMk0+cMh0uylRMIbVMevZtX7kqFH0xx9/WDoEiHjhdh/oNy1LJyGNCQJ+QABGyjriN5gPxB4yEl4GEOoCnqY9evRQCWARZ6hmzZqOIJ+IH4OUD3AIQSwSBPlEQLSePXuqMBioh2SUSGuC55t+Zrdt21Y5i8Cg/MUXX1QxgRAKoTG/iKEN2Ia8wF5933//PXXq1Mk4rGQdiyFGsuCzf2VwvXB3xscfb7NAwNv4GMlFDfEUQP4I0FS3bl2VSgDZal977TVTQ4UU6Ltvv6WHCuSnKkkE86o0cYpq872qlej1ihUc7R+8fIWqTppKh7p3oUx+tI86zUajxcdOUP1efPQht4zA77v3qPsQyX7BzF7z5s0tEwMjT5SQICAIOCMA5wwwF1C/wK4KUcNdGRAwHvj/QUJLhLwAIaQCXsTwUgYPNtCdO3cIUtz/+7//U+eQcmzdulWFvHj++efVNajMEXxN23o1a9aMvuVnGKQbOtwAnn+VK1dWBvX6hQGSF0hdoBoCs5RcEglIchG0eX38qEHwfAkVwls03LvhgeEPmjp1KmnRpJn2Pxs4kLJzePPnIuISL5qp05rFo0YqP2Ey3eQNP/+f/jUCG7N3v6PbCxyrxB39UL8ufV23Fq1q34ZSsWrpq6++clfMp2tffPEFzZkzhxCkTUgQEATiEEC4/WvXrhFerjKyW/wjjzyiYmsZ8YHaGTGzwHCAecAHWcmrVq2qwvUby0JyoQlRyeFRA+YDL6H79u2jiRMnKhUzVDruCOUQjwkSE818oFz79u2VRATjtYKEAbECRRu3AWMm/JhCyfMFcwGHj3wLCPiVkrSN1S7zWFryDHu9ZGImJCm61PNh2tWlI5VjQ1Uj/dKgvjpd0rqF8bLT8dZz5+mDdRucrnl78kK5svRVnZo0o3lTypFIZNbHS5eiaA7K1KtAPprEDysrk9bhbQsRkIUEAUEgDgG4tUPqCvsLqEbWrFlDH374oRM8CNQIFQsC2qGc/oAZwD0jub5wgpl44IEHlGoFcbneeustJWXxJBWHATpewhC/y5Vw7fDhw66XfToXBsQn2FKuEmKpgCPFD9ROhB9yw4YNlQjR3+My5mOx0iDKl3H/zPYi+ZgRaps3t+nqBTgjrit1Ll6MwJxUzp3L9ZbjvM7UGfT5lm305OKkXWQdldwcPBFVmhqwusgMPcgMSGZWCUFvLCQICAL+QQBMhc6JBukHnvOffPKJUrnoHmGYChsNSA8huTB+8CJkJGNsnuPHjys16qVLl5Tk+OjRo4T0KZCceKKcOXOqfcY1gSzKw54QTIwVJAyIFSgGsA2oB0BwfbUTQae4ePFiFZIbOkgwSR988IFfhggd5ezZs5VYMSXfpJHNGVGAu+TJRfAe8TeVyxGXsuCtyv/ajvi7z4ws1enA85vECSb9pfLy9xykfUEg2BCAsSeMPxGKX6tJkHMJkg4wG1Cr4AN1zSuvvELDhw/3OEUY1ONZBbV19+7dCdIW2HfBLgTPak14ZutQCrBDQXoFeMYYCX1DOgJvGivI/09NK0YpbTgQgJtWmzZtlFWy46INDt599101CnDvOqsk8vxA3+gPgmFkhQqB24jdzQG2DLfYRqJN3sAEHFvZrrWSkpTiB1MgqS3P7wrrpwNtbBzIOUpfgoCdEACTMHToUJWaQoc3QKAwSCbAcODZAw8YPGORYkPnG3I3B+RjQ34n2M7hJQLeNk8//bSSVhtt3RCoEjYleJGEPQrSScDw9bvvvlPqmJ07d6pnOyK3wsPGChIGxAoUA9gGfLu1FCSA3SbZFXLLQA2DMN5wSYW4sG/fvg6xYpINJFJgGCdIg07Tbm/g89jXviIH7Upu9sxEpm6LWyVZZRTJSeugoxYSBASBwCCgVTF4nk6fPl250yK+B5gD2HPAGBV7AbxXYA/iiRAqAdJoSEBgxAo1Duzn4DkDpkKrWeCqi2Oo0uHKC0kzvCcR+wPMCTxi8FzHGCCdsYLu4U3D+khDVozMpY3OnTsr3ZO8hbkAEwan2gob7l+w3g4kwXp88uTJDpc23TcCj9WoVo0eZduPZ4qY937R9YPt+/P9B2n29Zu0LN4FOtjGL+MVBBJDAO6okNyOZ/VmcrPhvhqzi+6Wr6AkE4n1mZx7YBRu3LjhVX4hbPVQ4eAlFmkU3BHKoG3EDtEEtQyM0AsVKmR56gWRgGiU5du2CIADB40ZMybgY4SuE+oliD+NBF3oNX4AVM+axXg5ZI+rsaTnDOuR8QDzhhDXAAwk4hz4SgiCpHXTvrYh9QSBUEIAqhhvkxvi/xCGrp6YD+CDMkbmA9egvkE9f+R9SoMOhAQBOyMwYMAAwseV4M6JsN6w8k7sn8q1njfnRYsWVS7MiCZrpE2bNtE9fKF8lvBwJ63IIlgQ5h3JIlyzBEM2EIIq+SJshR76008/VW+nvtQ3O04pJwgAgV+OHks0krEZlPayiiTSTEEpQ8KAyI8gKBGA7/u8efPU2GEkhVwG/iBP8S9grBXJsSzgJRJIusPi0FwjR1O/qlXo1QrlAtZ1nnRpKU+G9MoCHy6CZgm65Fq1ainjNrN1jOVg5Q9CYi4hQcBfCODtvhAbfq7l/y9Kbk7NHDnl92pyocQGxCRQUsx+CCCYDtxgN2xIXnAudzMrV66c2jR37dpFpUqVSlCkE9ujFDl5gj4pXSLBPX9eeHzRUhq//4DqAnFDfKV1p89Qh3nzaWfXjpTBJBP1Euu2Y8tG0y8BjgkCqYt2+0OuHoiedcwEX+cv9QQBQSDlERAbkJRfAxmBjwhALeMP5gPDgYQDNHr0aPVt/APf+V27d1OUm4BixnL+OP6GQ6SnZj1tnySkH5CUIO+LJ2o0Yzad47wPpcdN8FQkwXXMd7tLwKMEhfxwQTMfcEGHuyGCIO3Zs8cPPUmTgoAgEEgEhAEJJNrSV9AgALc3EFQIroTN7yaHgC/DrqmBpixsvX6ek8i9X61Kol3n+GO0Sjq38Nhxt+U+q1ldXV/FsUXMUhkOfHT+4kVlc2O2jpXltDoGbboLEW1lX760NWLECGXEp5OA+dKG1BEEwgkBYUDCabVlrqYRgG89yF3MFbjmgqKDIJ/JiWvupSDPRZdRQc0KMlNhlqKzxJXV8zdbz6pysAOB6yHyYSCOgd3oueeeU0P6+OOPTQ8NsR7gebBx40bTdaSgIBAqCAgDEiorKfOwFAEwHtgckMTJlZCFsihLP3Kkta8N94EHO9OwurWpW4lI1+H7fB7Bm37O9OlUFk6fG0lmxXScQM+qIEjJHEqC6giZ3alTJxX2OsFNDxdGjhyp7uhU6h6KyWVBICQREAYkJJc1blIStM33xcVbKaK6uoswuJw9cGqkgPoFs/lu+w7K+tufNDxmZ6KTy8VW/T1Lx7nAJlrQy5s1WOqD+QslRAAJwMaPH6+iTSa86/4K4qQ0aNBAhcl2X0KuCgKhi4AwICG6tn369KH77rvP7QYarFOGEaK/csuYxQReMUc57kjd+MRwZutZVe6N1WtVU2+uifu2ql2z7WDeMRy+GbFXhJKPALx5Fi1apNQwyW9NWhAEggsBYUCCa71Mj1YbTx48eNB0HTsXRNIkBAWDB8SSJUtSbKhw+4Xbat3s1uRC8HYiZ3o8SI0K5KdDD3b1tqol5RvmzE6pWDoEHIQEAUFAEEgOAsKAJAc9G9fFWxWyJB49etSrUaI81A+PP/64V/X8XRi5VzRFehGJU9ex4huROJGWvhFLAQIdgEyPPx0zP9OaN6XMKWR/kpO9cGoz8wUchAQBQUAQSA4CwoAkBz2b10VypTRpvDOUREZE0K8BDjZlhPKTTz5RTBDSTWuC4SE8ICDRQTKllCBIXg4zg9YhX3hH5eyYNw9t37FDPDdS4kcofQoCIYSAMCAhtJhWTGXOnDnUqlUrQsTJlKK+ffuqrrt06eI0BHhAREREOF0L5MkIligVZ+PTWimkfvH3XKPHT1IGrjc40Fpi1ChXDsrPHjGQsAkJAoKAIOArAsKA+IpciNZD5kME4apTp06SM7x06RIh2RjcD62kcePGqebmzp1rZbPJaguxL5Zyyu6e+fMlqx27Vl5x8hQdvnJVDW/igYOJDjMNq+h65M9Ds2fPTnGj4EQHGoQ3YWQNFShSogsJAqGOgDAgob7Cfpxfjhw5CG6EWeIzpVrVFSQfsLfwVn1kVf/u2hk6ZAgV4sRoLfPkcnc76K/VyZeXBtaoRq0jClP3EsWTnE8nLp+DE9R98/XXSZaVAuYRgJE1yDUluvkWpKQgEDwICAMSPGtlu5Ei5gHoxx9/tN3YrBzQmjVraNHixfRUwfyUliVEoUrPlytLo5s0MjU9GOH2Ym+c6TNm0A62BwlGQkA5LW2zy/j/+ecfNZQtW7bYZUgyDkHAbwhINly/QSsNhwoC3bt1o/O7d9GYCtHUmTPIZmdblF8b3evT9E5xgrgSYyfQS7zZf8ISh2Cmm5zwruOmbRRVsyYNDzImFGpDLbn7mqU4L774YjAvhYxdEAhKBEL3dS4ol8P7QY8dO5by589P165d876y1EgSAdihrOc8HS8XKURzjxylvzm52wS2kZhy8JDbuldu3VaGnPOPHnN7v+vfC9X1r7fFuL0fTBfTsTTo+cIFlXRoxYoVlg0dwd4uX75sWXvuGjLmkunQoYO7InJNEBAE/IyAMCB+BtjfzT/44IN08uRJatKkib+7Crv277A3yODPPqOq7ALcMGcOalGkMNVl24fybPvSrqh7b5xS8ent27GkxB3Na9mMqubKRdM5lkcoEGxiSmfJTIMYJysIbtZRUVGUNWtWOnv2rBVNum0DYdNhZ4Q+Usqt2+3AXC7eZSnThg0bXK7KqSAQGggIAxLk64iYGaC///47yGdiv+FP4GBb+3lDfDmikGNwc1o0oxXtWjnOXQ82dmyrLo1s1MD1ljpPw1KDRW1aUEO2n3ClTzZuJnij+JMOW+yxhKiokA5t2bpVecUkd+zG2C8Z2ejX35QzZ05/d5Gs9iGpqVq1Kn300UfJakcqCwJ2REAYEDuuihdjevvtt9WbXOYgSA3vxbRSvOitW7foW7YNaMCSj0pZs5geTz7eNC/1fJjaFXMvIfHU0MxDR+hTZkCazZpLe9m9GXSJx1B90jS6aogC66m+mesbz5yl6PGTlYrITHl3ZSYfOEQ/7tjldKseR4aFlGjoV1+p36LTTS9PsNkiz8ypU6coEAyIl8MLeHH8DkFpOQKtkCAQaggIAxJqK5rC87l586ZDf2+nOB7ewjJlyhQ6euIEPVOkoLdVfSpf3eDeW4LVD6BCo8bRzosXKf+fY31q07XSLLZh0fTxhk2KEdnN7ZulE2xn9MjCxfTaytU0cvdep2pPFy5Au9kle968eU7XfTmBTVOePOEdbVbjBhUMJHFvvfWWviTfgkDIICAMSMgsZcpPBA/L9JwGHvr7V155hZo3b04IoW5XOnDggAr6BCmSK/3y009Um9/sowMkWdKSE0hPNP3WsL46HFa3tr6UrO83K1WgPxs3oJjOHWjApjg3z16LlpluMy+rAzR1jCyqD9U3osOWY0nRz4xbuNB19mgy5ijyx7wRlKxjx47+aFraFARSHAFhQFJ8Cew3gP79+6uNefXq1V4N7vTp047yMTFxXh7I32JXuv/++9XQBgwY4DTEdevW0c49e6h7/rxO1wN90jGymFLn9Cxd0rKu27LxbGEOJ7+8bUsqyOqiBa2am24b9h5gkPDJ5CbHUHc20F23fj3t3r3bdJvBWhAGylARQTVitFuxaj4zZ86kRo0aEfoREgRCFQFhQEJ0ZaEKwdsTPt4yAe+++65C5aGHHvIKnXz58tGhQ4dozJgxyiBxBgepsrN78Pbt26lKlSqEgFRGgvolN0ty6rMEJFSpAhtf7uzakVJbGFitae6cijGZPHlyqMLmmBdchTWdYFWd1YR8TMho3bZtnFGz1e1Le4KAHRDwCwOCzS8xzh3ub0L+RWAxR+7UdPjwYX1o6vvIkSMUySnvt23bZqq8sRBcGrtx4C5Qy5YtCbll7EoI9b6e39irVXMOCDaPE/LdlyMbpWbmzV/UZ9Uamrj/oL+aT5F2M/BaN2BVzN9z56RI/4HstGzZsso9FnF4ypUrZ3nXjz32mGrzzz//tLxtaVAQsAsClu8OSKZUqFAhmjVrVoI54mHfo0cPgusbch6Ia1kCiCy70LRpU5o2bRqNHj1aJYzzpmGsH9YR2WfDjfaw6uXUmTNUN7v/pB+zDx+hH2J2Us9FS2jT2dBKOlaPGbc9+/YrL5ZQ/+1UrlyZunbt6pdp/vLLL8qjCPmWhASBUEXAUgYEickgMnSnE7169Srp9OoLFiyg999/n6B7FybEfz+t1q1bEwKVCZlHAFlvQZWyZjZfycuS9Q0ZdSvl8i0OxQWWMiLqqt2oUnxiQo2j3cYXzOOBahMqVaOtVTDPR8YuCFjGgHz77bdUqVIlj1bhAwcOVP84P7GVPPTuEDHCtWzo0KFe2yjIslmDAIwF8UBLiWRyiPWAviER8wchoqYrQfXXt2/fRO1SIAHJyfYfOf0YdyELt62NOV3HaOb8OhsmFhn9FxUYNZasDixmpv/EyhTJkJ7SpU5FwDGlaeHChQSD4lCh7t27q6n4Q+UTKhjJPIILAcsYEETkREInGB66ozmsV2/RogUZczC0a9dOMSXeelu4az/cr8FoDRIPb6h06dKq+FNPPeVNtUTLmrUb6d27t2rHHzpuPKiLFStGgwcPdhrrs88+S/idZsqUyem68QSMUUGbq57OGjyL7GZOBU+Z/Oyue+yY+1w4Rqz9eQw7psaNG1P16tVp1apV/uwqYG3DMwYE93EhQSAUELCMAYEnAVQqnuwG8LbtmnOhcOHCCkM89IV8RwD2Nng4gfkbNWqU6YagFkMEVatSf2NzL1++PD399NNJjgH2KW3atCGjsWxilWpyxlWzGUshqgZNmjTJqcl7743LYAtJnSdC0KerV+IikXoqk9LXCzEDtZs9WBa2eoAiOA9LYvTk4mUq4NgGjoIaKMrBeVYuXLgQqO7c9mOMP1OxYkW3ZYLgNPBWAAA5hUlEQVTtIl7gIMWTCLHBtnIyXk8IWMaAIHphYnSRIy7m4iRcRtIGVkim5krYzOrWrev4wG4Ega6EEiKABxM+0dHR5I3rLB5kyDoKpsEK+vLLL1UzI0aMSLI5eMdMnTqVNFOQWAWo7dasWUPDhg2jf/75RxWFkS1UOHD7dSWEr4a0AyJ4Iz366KMqzPdGzm7rjqAOhB3THDYQPcrMmZ0pP69dtTy5kxziGDYIBQ2MDzymTlz+wBD2w/XuMXEpauo0Pa8LgnSlJCEYHoKEXeKw9rJhp+RKSN+CgGcELGNAPHcRdwcuj8hAaSRsIPi4i1OBmBIlS5Z0fCTXiRG5hMeQgJhVfySsbc0VMJIvv/yy5W+/vXr1Ul5TDRo0oPvuu08NVjMiX3zxRYLB47f23XffJfi9oWBijLI2ks7CKhhIGUKBtnRqR/ey0SsioHqi+tNm0qDNW+m5pSs8FfHqOpyX7eBqj+dNlnijWK8mIIUFAUEgIAikCUgv3EmBAgXo3Dlnl8Pz58+rB5VRXKrH8+STTxI+mjp37uzX9Ny6H/n2HQEwk0OGDPG9AQ81IS1xNWqEdAMGpVrq4qGqV5fhfvzoI49Qpl07vapn58LFeAOe+UBcxFdP44zicPnIOYNQ7VYQovwEIv4LAoDhudKpUycaP368FUOXNgQBQSCACARMAlKwYEFyjRioz4sXLx7AKUtXGgHEMEAgpWAkZE21IvGZ69xTs/Tktt0sO10HafH52g5tlFdOpBdZfxMbAoKHQwrlb9K2RrDbERIEBIHgQyBgDEiTJk1UeG6jHQfUBlCtwFJdKLAIwPX2r7/+UnFC/Km6gVoGkhGEN7eKYDwLqRk8qqyOiYA3d4nTm7yVussAYs39TTAyhvQDIcuFBAFBIPgQCBgDAqNAbBZvvvmmMnxcsWIFDRo0iPr160fZ/Rh1MviWJDAj1vYO8EzyZ1wBbXPRvn17yyZmjPFhda6Z22zAOp89tkItTLpl4JtoKDXzHv7OEothgMmB6gW2QUKCgCAQfAgEjAGByy0eFvCQwNsrYlZgU3r11VeDD7UQGDE8kGAoaPQi6dChA0VGRhK8SKwgBJrTtHLlSn2Y7G/k4YBb97JlyygiIiLZ7Rkb2MQeMvvYKwRh0mPOp6wrqXFcwXScmRmDS2xTEgjCbxWSsE2bNgWiuxTtA89NMF0p7WGUoiBI5yGFgOWKWrxRe7KAR+CxU6dO0f79+9XGEQg9cUitlh8ng81cZzGFO+p///vfZPeGdkAwFKxVq1ay2zM2oD2kjNesONaeWkVZNVg2hLPhWoGVpzYKpE9Hq7xMgOipraSulylTRnnRIS+Lp+dOUm0Ew/3ly5crl2KMFXF/8LIgJAgEOwIBk4BooMDBw+hUmA+NiD2+69WrpwJ9lSpVyhLmA7O6cuWKahMMZzAQpEGXeMwTWregrZ2tUxkld+5b2HssmDbXKHZhPsAMiKvXW3JxcFd/7ty56vLnn3/u7nbIXENMpP/973/Us2dPYT5CZlVlIgFnQARy/yOABz8YPYS/94a+/vpr2rVrlzdVEi2LMaDN9JxbJRgIb5ZpUt1DNVnUbRdafPwE1Z06k7L9bj7CbUqPvS5nxAV5+/vzZdyQhO3cuZP+85//+FI9qOogZcKvv/4aVGOWwQoCiSEgDEhi6ATpPR1x9oEHHgjSGQR+2PCs+ZXtk5rkzEk50lqumfR5QhvZHiXYqCAznHVZffXT8OGW2RN5wgDxYKKiovzudQNmGh9JG+FpJeS6IOA9AsKAeI+Z7WvAzgZkNs+K7ScUgAF++umndJ4lR88WKRSA3sx38WK5svR3y+Z0pHtX85VsUPIFxvEQq2G++uorp9EYPZicbvh4olUwPlY3Vc0YBM9TGH9TDUkhQUAQcEJAGBAnOELjJE+ePMpmwEyeFTMzBiPjLly+mbrelEFWZLxlwnYkkPTDDz+ogGyvFi1MkRkzBLJrU33VypuHsqVLa6qsXQpFc5K8pwsXJMSb0RmPETAMWYoRu8Mq6t+/v0rC6C6flFV9aPsbZFEWqaJVqEo7ggAHLBQQBIHEEFi6dCk1bNhQFQFjkFgq+8TaMXNPe8ogLkwg4kh88MEHKg4NNsWnIotS9wKJJ1Q0Mwcp8y8CTzIDcuLmTYUxoh4PZ5UMaOLEif8WsuCoZcuWFrTiuQntzQU1nZAgIAhYh4BIQKzDMqhbggvuww8/nCDjMPL1aEK8BX/SL7/8opo/HAAXzpiYGLUxosNrrLJ6pZi18UTURML8D6RZfYszc8eMyPfff0+VK1WiHj16kFlpBWJ8oA1kQ05JAgMycODAsIg1kpI4S9/hh8A9LF4MisjTOhnd/Pnzw2+VAjBjPOhBvXv3TvDAhxstIpqGQlpzvIkPGzaMxnEOnJzs8bJj7z7a3bUjpeUQ7EL+Q2DlhYv04b6DdIaZioeYCXnuuedIG0t76rVRo0aOMOtB8pjyNBW5LggIAm4QkKeuG1DC8VLjxo3VtN1ll43k6KjBznwghkLp0qXpPs5JNI0j8sLYdFr1KnTgwc5OzMeBy5fprdVrbf8TGLJ1G1WZOJVu3rlj+7FigLWzZ6O/KkZTzwL5aOyfI6kJMxcfffQRJWaUOnXqVDU3uHKbIajUrIy4a6ZPKSMICAK+IyASEN+xk5rxCEBCAibFboQ8MfCS+IulHb+PHKmGVzlfXpp+fxPK7iFba9bf/lTlGrE9yLTmTe02JTWeI1euUtnxk9Txg8Uj6ccG9Ww5Tk+DOstSkN+PnqAJp8/QZT6+t3596sKZmZs2bUrp0qXzVC3R69OmTaO2bduqMvBaKVGiRKLl5aYgIAikPAIiAUn5NUjREYB5QFZcX6lmzZoqsq3Zt1Rf+zFbD3ky5s2bR3369KF6derQ66+/Tld2xFB1ZjxA0+9r5JH5wP36+ePK/V+VSji1JRXOnImeLRulxvZ9/ToBGSOisYI5qzYpTiqRnE5zpU3LNjdFaGaVCvQWG/+e4vw7yAlVt3ZtevvttwmxPW6y8ao3VK1aNUfxUGE+8FuGalSCjzmWVg5CDAGRgITYgno7HW378eGHH9K7777rbXX1gEQlGLCOjJcyeN1IMisgOBRSsi9YsICWssvwdd68IjJlpGY5c1CrPLmoeMaMyexBqj+xeBmN3bdfAXGp58OWA7KLpTozWCIylxMAHrt2nTLxmsH7qhGrBpHtNm/eOMbQ8o5t3GAlNtrdvHmzGqHYwNh4oWRoPiMgbrg+QxdaFX1NboU3VTAv/fr1SwAIPE2QudZqunDhAiFmyIoVKxTDsZelOKDorFmoZ748dB8zHqVZSiBkHQI/sZoniu04OhUrmqDR3Zz5tuqkafR2pYr0TpWKCe6buYD1egUf9kbafvkK/XPuPC1euoRmzZ6tqkdxjqL6zIjUYalWjRo1KEuWLGaaDeoyS5YsIbikiwQkqJdRBp8IAiIBSQSccLl19OhRKlTI2gigCECF3BXwZIBkIjl07NgxWrduHa1du5bWrFpFO3fvVoHW8mRITzU54FVdfkjX4c0xd5AF60oOJnaqGzVuIkstrqkhWS0dOckM7vLzF2kFmE5mTM7duEmpWC1RlrPg1mSVDVQvVatWVV5adsJExiIICAJJIyAMSNIYBUWJ06dPKzE1PAfatGmT4mOuzZvDKmYWQN6IjxHsbOvWrSrmAsJeb2DG4yTPDZSfo5RW5WiU1bJl5U8WUa0oVFL+z627d6ne1Bn0S8N7qTxLn/xF+B3tYfXM2ouXaD0+HBjs9PUbqruC+fJRZWZGKleurD7lypXz2nMLNhdQ+/zzzz9hIWHx1zpJu4KAWQSEATGLlM3LaVsODNObDd+f04JqBsaF2Txkl73MLq/bt29XDAeYji3McOw7eFCNH3E5yrB0oyLbclRicXvFrJkJSc6EBAEjAkeYAdnIv6PNl67QZmZIdrGU5DYzKpCSlCxenMqzHUWFChUIDAnUgZkzZzZWdzouWLCgI9mcXf6HnAYoJ4JAiCEgDEiILOjZs2cpd+7ctHz5cqUnt9u0EN10x44dBLsQfLZv2UKHWPUDSs2bRQneGKIzpqdy/F2eGY/SzHiEanCwrWzfUJZVRqnDLPgZPGh2seRiY8e2VCJrVr/8RG+yNCaGDVq3syRt22X+ZqnGPj6/y0wJmPRiRYpQ2fLlKTo6WjEkZViVA8YDNHr0aHrooYeoK7sEj2XXbTN0jr2DIiIiCGpMT4y2mXakjCAQjggIAxKOq+7DnBHIa9y4cTRr1ixKnTq1xxYQun3Xrl2K2VDfzGzsZMbjSryNQEaOvwHmogyrU6JYnVKWDQ9L8Xm6MNmMV506TU1nzlH4WW0v4XFRbHDjDEsqIseOVyN5v2pl6lOxfMBGdZ2ZEnjZ7GAJyY4r12gnMyW7+fx6fBC3bCxhiyoTRdNnzCQYOIPwbYahsKPkMWDASkeCQDIREC+YZAIYDtXxdvfMM8+oqSKENpiRi+z5sJuNQfEBo7Fr5071Oc2SGBACuxcBc5E+HfXInZNKZyzEnikZqQirUYwPbVU4jP7AYyQcKTcbDC9p3YKGbNseUOYDWGdg5rYie0jhowkSkUPMFO1kpmT31Wu0e+9eqly0KC3avFlJRBDfJh9nlY5iCUnpqCgqxV44iKRbsmRJJ/uQ2eylgwy5yYmlo8ck34JAuCEgEpBwW3Ev5wsRMyJLPvvss8oL5RHO47GPH9anzpxxtFSAYzaUYEajFEs1SrA0oxSfF+dvPPjDha7evk35/xxLb1aqQEkFMUNQrwhWNWVPly5c4AmaeV5jqcheNnTdA6aEpXbq+MYNOsnXNBXgmCSlwJTEMyRgTsCYwGVWSBAQBMwjIAyIeaxCuiQylEKasZeZCyXZYKnGnt276CwHhtJUkJmKErxplgCjAaYjUwbliZI5EZWMrhvq3y1nz6MlJ06qaVqhWrnGDM2sI0epo5u4G6GOpZn5tZv7D80/dpzWtG9NZZLY+E8wI/Heug30fb06PkvfLvF67ANjAqbkKtuVsBpnLzMmJwyMSQ62a1nFruKRnJagf//+SmoCxiQPS1KEBAFBICECwoAkxCSkryCmBlQmYDIg2djNqhN8X2KjPRC8BwrHMxrFNaPB35H8yRhkjMasQ4ep63yOkNrqAaqeJ3eS6zp+3wEqwHOvnz9fkmVdC9zgN2ckh+tXrTJ1K1Hc9XaCc9gf3LkbS5nTxmlBYSPRYPpMWtu+DcFORuek6V48koZzEDAhZwQ0Pk+VKU1f1K7pfNPlTJctwSqYjR3budxN3ukVXsd9zJSAORm0biOt52zLoDIsIdFpxrOzjUlJlpZAYgJpif4gw7SQIBDOCAgDEqKrj7TzYDR2MoOh7DTYEHQ3MxpX+WEJSsOMRlG20YBEQzMaxVmiUSxDhpAxCNUbD+ablFRCR/NE2X9aNqeaef331nqHjSJz/DEaXdH6Dm2oFLspu4618KhxdJETtQ2tU4t6RZVSZe36p8vfC5SXyQRO8gdCRuFivOn6k7axJ9Hba9bR5Gb3JdlN70VLadz+AzShaWNqVtjagHvGzuG6+8SSZdSVJSBNChekA8yUgDmBGmcvmJQbt+gQ25zc4XKgLGyEDbsSqHPwrT/hGHbeiKMchw8CYoQa5Gt9lR9oYDLg2orvHfFeJxd5EwCB0SgGRoNtNOqyMWhJNgaF6iSCGQ3cC2Xa07UjleQonYe6d0lymhdu3nKUQcAzf9IplnZounTrtjr86d66vHktpzGNG6rzIw91pdXsMZMYI/TP0WN0X6E4F1LdXqC/57KaaDZ/QKP37qPPNm1RrrZfslTiSZZO+IvKccAzM8wH+v+5YX318ddYdLswrv65QX19SmX4/w4fIyFo20Fef6hy9rGdyZ5DB2kNSyMnGBiTHMyQRjFTUoZdhfGN+CX4zsD/s0KCQCghIBKQIFpNxPpAwK5t27apD2JpHOD4GpoK442KGY2SrEaAayuMQYvyZhrqjIaef3K+9126TJUmTlFNnHukO6Xx0oAWIcI/37KV+levamoYR9gNdCOvZ6uIIqbKGwvh7f/jDZtoCquYHuA3+r/4zd5KAhbFDR4jSbXdad58lnpcobUszdGSnN6lS9GQurWSqhqQ+ytPnuJEegfo89o1AtKfL52AMdnPdiXK+FUZwLKrMDMqOsQ9mJtI9tIpVyEuqBoCq5XneCZi+OoL2lLHLggIA2KXlXAZB5K8IRMmwpHjs2nDBjrKWV9B6dkWA8m7oviNqAy7tiKeBhiOTDax0TiPbLSj/6Lx9zWi5kUKu8zMvqdXWBoBoVAmtsHwlvTGW4HfzJe3beVtddPld3B8ihqTpzvK12FV0VxWGVlFD7PNzFRmbPpxrI7/+BCr4ybbRHy1dTu9znX96W793fYd1JSlP0iQlxTptXmIbXP+x5KmlKaDzKyVnzCZjrGUK0vatIkO5/LtO7QLUk5mSnYilkl8DBMwLKAIzuFUiXPhIAR9lSpVVMTXtEm0mWiHclMQCCAC3j9pAzi4cOoKDAcSriHD60r+gPm4xZb3eBOPYpfNe1ltUq5kpIoUCoNQRA91pT/37KVnlq6gmM4dqLCL6Ne1rD/PwXyAOv+zMEnbC3+Ow0zb8DbJx+6zA2pUoxfKlTVTxW2ZZrwZzmWVyKvlo93eN148zAa/GZhZzOODSF3nPkF7Q1nN8Xi8fchji5bQC9FlqVYybVfAfIAwF18YkHQ8rzfYFdmfNOvwEXpj9VrVxa4uHZXhcGL91WIvlFWcT+jDalUSK+a4d4ltb7L6cRMH8wEqyHY+SdkmZUmTmqpy7iN8NCHU/F5mSLYzQ7KVmZmtixbSrBkzlG1Jerbpqszh52tx1uC6desqxkQYEo2cfNsNAZGApOCKINrivHnzaN7cubRs6VK6zkwI3oiqcijyqiwCr8KfaGYkzEYJ1W96OfkhdNCE3UNSU99w5iwd5bcvb9UEOurlVDYQbFywQFLdWHYfRoDZfh+l2tvWqT1FMI5J0b3TZrIq5JwqltRmkFRbey9dchtiHG6gCEF+L3vXaOkQ2trSqZ1PxppYE0hpcvA6g4awxOH/1q5Xx3u7dqK8JmxYEIuk7tSZ1LBAfprevKmqiz8wkO3LbX3MqiR/hooH47eMVSOQYnhLRoNhs2sWw+7kNadMp5GN7qV2ibg25x05miOk3qUZjEkDxsaV8NtOnzpVkpIL13rG8ykHDlKPhUtoWZuWVDFXTuMtn48R7XUbMyMbWH22jj8b+BgYZ2I1bP1776VmzZpR06ZNnYKo+dyZVBQELEJAJCAWAelNM5s2baKff/5ZMR6QckQzo/FYvjxUL0c2Zjgyu5VumGl/fqvm1GTGHNrJxpfJpcv8Fthg+izVzDd1a9NjpUt6bBKb6uebt9JH8fYPiHppdmMwNorolC8tX0mf1azhcE813k/q+AhvzJq2M3NnhgGZ06IZlWZD1aF1/nXlnHzgkNpkWnipPvKU36QUtw8aVLM6dYosqofocyCyQqxy0wRpAPLKgEpxHAozzAfKvrt2A75o0fE4t1F1wn/O8loO4HF6ot9371FMiycvl4n7D1LriMI09eBhJY3xtAaQOoGeLhPltW0GvIZO93gwyVxBMOK9wPO5n+1kwHyAsPEn9tsE8wFaz8y3kQGB23TekWPUPfzZ0aUDGdfBcSORA/xPXWOVChggjAHnX27ZRq9VKJdILXO3EPQvLkt0VurNVSAl2cKG6MvPX6SFy5fRG/ySA+nIAy1a0BNPPKEMW821LKUEAf8hIBIQ/2GboGVkf+3bt6/Kp1KQ30w65clFLfnjbZbXzuz2OIc9DxDaunLuXAn6seLCbX6jyhnvKuqq0oEOO4IlM1rHryUv5XPkoBXtErd/WMbBukrzBuJuo+w+fyFNP3REDR8P6BqTp6l06/BmMfs2jjf7+UeP00smVCHucIILaYUJccaocNtEkKth22NoYCKbsrt2jNc0Pot4varyekHEj82noIGRMJY3e7yHpSpVJk1VxVcx7tGMvzf0+qo1igEoHc/AwFjz/llzKWe6tNSBN0nEM0FslC/YeBNrDa+b9mxwCnKVtEzit/pPNmwmMH5Gwtrl49+6K2lMcN2VIYCEB2u/h6U5iIniCxklTSMa1CMwk1B5bOjQlkoa1BlNZsymIezqXCleEnGKbSyG79hF71SuSBfZMyobYwGqzQzMNpaiaDKj+tFl8W38f/qbbXagKtMY4DeB34YZOs6qlw68BmDy3mU7HbN0iOc14/RZmnj6DMELq2OHDvT+Bx9QRjdrY7ZNKScIJBeB8ImVnVykLKj//HPP0SJWufQtXowmVSpHvTlWgLfMBx5aYD5AP+zYmWBUcIuM4jduiF+TQ7A9wcawr1snJ3sSbPDQYWtVB/pozoZwoBfLlVHfnv7svHCRHuCIoSXGTaBn2OXUlRA/AQSxPJiIHVz+DEebnMCbm1mqkDOnz8wH+kBYeU1QT2Cu37LBYysety805eAhVS0TdPnxzCLsC67w+mAt606doe7PYNsLnIO5w/cUlsIkRXlY0qSppA/ZZQfVqkGa+UA7Q7dtV82d4413xK49hOiuP+7cRS+yVApkfOM39o17j7JkwZX5wHVPdi694iVq5XJkRzEnKvPXJGbS4mxzjDeeXrJMYTOUVU5JUWYD49KI1YBQbeL3bGQ+ei9eSmt4Q67PajhNedkuB8xHUbZjKjx6nGK6wKiB+YDV1eBa1WkFGxkjYF3+P8eo8SC7Meg/K1fTVyzRcEeI2qoJ9j+gevnyqu8eJgLXqYL8p/RfE2krJ3z8jCWOref8rS8n+Q23+2eKFKKplcpTn2IRNGPqVHq9T58k60kBQcCfCAgD4k90DW1fYzuAlatWUa+C+alT/rw+ucZqxgPN1uY3qG85tLQrdWLpCFz3tPoEm1kelmRAveGO8MaPt1xP5LqBLOe3ZFcaf39jFVDrkVKe1TSokwpP8Hj6c+8+fai+MY7HeUM40r0rTeKAVk0KFaDXWIpxH28eXYtHOpXFCVQH0OsnRScZC2Aw3A2z5q7uz7zhaurGRrSN4u0A3vPibVPXxzdUJKCrLHo30qcbt6jTLfGb14PsfQKqEG+g2GPhYoKnh6ZprNKIHDOe4GWiCblk4DJ88uFuBOPP5NJIjkGCTLWRWeKCiFXPHRc99oN4482yzCyc4L7Ocp9Qd8GYFhItbLqwbwFl5Y1/Ods2HH+om1KTILKuOxrKar1ZD9xPK9u1VrehLtGEmCggqBSNNGrvfnUKG5WcbOszlZk0MG7uKC0z0BcffUjFgAFTgd8/vJyMBEYD1IE3ZFc6x6obEBiU8+xiDSrGNkXPlC1D5dnTCeug13Qhe6ctZAYDkpN3122gv1lSZKRXlq8i/F+2YFUQVH5a2jKbj2EHcpXb2s92G2bIaEj7fHTiDL+79oDLQ/wMepBVvgsWLHBXRK4JAgFDQFQwAYOa6IlevWj1ypX0HEs+uhbIR74ka/uS33zAYHzGb69G0rkxnmKviOE7d6sH7wpmFrryJgrCg69u/BuXsR42Z9AbFcubEuluYoNNvDEW501qExtRektnWaLRht/c4CmRmzPjtuJjxLLQwazQXlG2g4GB5nTeXB5asJi6l+Bw5PfWc3Sl3RhxwZgLBJ4gMJ4swvU1RfBb7Hl+owe5ivp1Gf0NFUS7ef+ojSUtc0u3OFQ6KKl6ur6n7zHMbD3AKgBtNKrLvcd2GA/y3LChTWVJycM81+2dOlD0hEm6iOobYd7zxNsfIBz+SbZ/AMEVMxczl4j/EsM2CYEinXjPtb+/2O0a8/SWfmBGqw97tWDdt3Zun6A6mDLEGXm1XDR9tS2h9GMc95uUvY7+nS9mVUcVE2pL/E6/YUnLm8ykwO0dTIXRYFa314bjuIxq0lAZ70JliV+M8ffyy67d9OnGzWzMfY1Vj1lpHauAQHpNH+b1/zOesdrfrTPtu3yJauTJo8roP5v5fw7MH5gHTTEsBSmUKbNDRaSvJ/UNZufPYydoOEsYmzVvTl8NGZJUFbkvCPgNgX9/0X7rQhrWCHzz7bfUtmNHGsJ2Di1ZXz6YDfY28ZsPvDfM0mvMKLgyH6irRbxgPuDVgM0OD+X3qlSil9i91Mh8HOO3VzxAoU/WBJ2/K8HbAAGzjASPC9A+llhABA1bBm8IzMMyFmGjv/f5bREE5gObl6aD/GaNa2A+QKPjH9D6fpa0/9oF6Ld1iL8nMJ7R4yerzQDzw6dV/IY4kN1sE6M3Vq1V9g/6rTY6PsHZi+zaaiQwKWh3A78ZG6URxjL6eDFLaVC2ZZEiCZgPlPmwehXFfOC4bdEItXHlZ3fr3qyegNxgY/xmhRwzmhBfQ5OW6kAaMX7ffn3Z7986BoVrR13imV3X68ZzBGyDSsNI+reLdQfBABQSDkgsurLkAMwHSNscqRPDn6Q8rcBMaIpxsVHBdUgoPoj/Lepy+P8ZxJIdMH6HuH8j86HL4LsbMxAg2ChdZBWPkfnA+r/EbYP5AIO/ql2ctAfl23IyPZBmPnBce+p0ZUT+Hkt4ILHRv+F6zPCD0YQhLAjXa06ZoVRE201IAdHWOrYX+pQlnS03bKEfjhyjhx95hD4bNEi1J38EgZRCQCQgKYA8kr+NHDmSpk2ZQhcuXaJcLAmoy54wtbJnper8luStXQimYDQQnM2i7XqJJFTDA8xICzlZW7U8ceJ2fR0bRdExf6lTo5QBFwZt3kIfrt+kizo9dB0X3RwM2sT1OIJnE1arYNOpxm+iSBL3H/YCmMmqiuuspgCDAgnPo6VKkN7QfuFQ2p0jizm1iE3wJnss6GRua5khaMwGhdCrQ7oCQz0juQvYNY+ZHORbwVssgnuBqcrLdhU6VPrEpo2VBwXa0fFCjG3q4ypswLiB31LnMO51DbhrnGH/AaYQNhRGOwpd3/idnzc8vKWCUvPnPG9qL7MNBmwyXJOpgXFtOnMOrea5g4wGn4+zNGg8M2QrmdlD2HIjYWMvMGosG9hmYwlSG+MtxzFUR0jK5ykeBjZDuKSWHf+vtOYoB9byVF43rDEpxb/z9fEMFu6N3L1XeQgZE/HB/fwmrzMoG9twIDw9xg7pFNyawfzWNkj1wFhHsf2IHoc2/EQ+nfvZrmgi2xK97GKcDNVJm3hmYDRLMlrzbwFklLJp42H8TyxllVObokXU72EeS0XAOHoiYxtQBxkZKMyj2Ni/lGfUg2wDAruQ7PEu5IjxM6JBferJa2gkqNvAnN3Ha65peduWBLsnVzrMa7OWMVrJdlQr+SUHRrm52Ei5Pb8A9ejRgyIiPI/btS05FwT8hYAwIP5C1kS7t/gBuortQqCLXbxwIe07cEDVysc660ps5FYhS2Yqzx/kk3CX8v4xNvxrydbw3eON2PBQW8MBl2B0lxhBpIu3Kk14u4PdhZF0LA9cQy4VV/XB9IOHqfuCRWTcpI313R1XnzyNYIiKt3st88EbI+JnVI5/y4fHQpfikap6//Ubla3Bd/XrqnNv/oxjiQAMPdvxBvHYoqU0iZkJoycN3B+Rol0TNve9/KDexNlSdUh249tsI3ZJXscP/6TIWAe5UZ5iY9ulbVqw2mqWqrqdVQxGFZFre67eFmhPb9ooC7sIo4geb+flWEUBJmgx2xNo0nW6MOM2ghk4I/XjrK2Dt2xVlybzukN6hLdzbUcCdYNm4FyjdQ7bFkNvrVlH65hxgQErDEJhkwHckgrf/hGvJ4wnQf+rX4ceKlmCBrJ64idWU6C+Ns78jc9fYMnBTlYr4X8B/X3KEqykwuPrOaP9jR3bUp+Va1RANZwb1wXnmsDElRg7gSAlucBYG2kX/1a3sKqjY7x0ULdvJgOvbgdSMtjBJDV2XV73gfOuvHZIorea1waMq/bIQcBB2Mx05PswlL7Ev/MYllQiKNkW/t7MjJgOWFe6ZEm6t2FDatKkCdWoUYNSW2ArpMcq34JAchEQBiS5CFpYHxls16xZoyKibuCoqDt27lTRUNEF3F7LsKSkNDMmCLu+hVUBb8eLspfyxqMN27wZzhJ+m+vNmzPsB9wZC+Kt/zJ/YMTnjsCkfM06eW2k6K6M6zUkK4NK6M3V66g9G/+B+YGIWL/9nee3PCOj4FrfqvPXVqxiD4/dCZqDlwMMDV0Jdg/YqBAvJIY3pkHxGynKIeQ8or56soGAWyk8O0Cn2H5Db7Tqgps/E3nT6cnr8iszDp14kznHm2NRNkC9l42XZz7QzE2NhJegPntx2UqaxbY/roRN97/824FarvfiZeq20f4CHkiwhQG5vrnrDRIJ+3azm6w3pJmXLGnS0DE2ZjW6PHsTJv0vZi5hl+EqffibJVodWGWjaWCN6vTmmrVKDfk6S8WSSzlYQoFMtmZsTnztaxyrG3svWUbubFXwfwLJxm6WEO5itY4K0c7nR/gYlI6lROU4gV2VatWoGn/AcOSONyT2dTxSTxDwJwLCgPgT3WS2jfDsyHKrk8/FcBK6Xbt20VX26b/LoundnEUzPT/Mn2OD1OLsPooQ7cX5U4QZFaPBWjKH4bG63oyqsyplARv3BRtB/A4bkiLM3E1ij4qxvLGNMdiieJrPdn4rrsU6eMQ9gXGvfjP1VB7XwczBqNVM2cTa8fXeW2zkCTXGO2wTZCQYSH7CH9fAWojeCqkXNnojweYARsiQjLjeM5ZzPQbT8wurkeAtA/WLVke8w9KNr1mqYpbxNCYNRJyWZmzA7Er6d/k5/188XTbK9XayzpGLB7Fh/ElQOyFj7oFr12kfr8M+fPOzYD8zGjBeBWXm//eoMmUoulw5imamo0KFClS6dGmSsOv+XBlp22oEhAGxGlE/t4cH+WHOgLtjxw7FgIAh2cOfffv2qVDu6B7SjMIsJcnhsnlYPbRF7Np6itUntYoXpwhmQoTsicBpVi0t5N8LqA6L5Au72IQEYtTr2f5i76lTqqvOLJnwlcB4T1y3XlXvyG/5qYy+3fGN4n/kyLnzVCQ+uJivfaVEvbNsBwWJmVZRZmLpYwn+/yoZFUWlSpVSTAYYjSJF4mxVUmKM0qcgYBUC/7oTWNWiiXbwgNBvQCaKSxEDAsANBmT43H///Y47wPTo0aO0d+9exYzs37+fzvObuj/pkQYNVR85vIzA6c8xSdsJEYjg38YK/j3cYFVO3Xbeu04nbNH7KwfvWaIYEPxWivLvJjn0WqPGSVZ3NllOsrhtClRmg9LizHCUKFFCfQoUKGCbsclABAGrEQioBGT9+vU0ePBgmj59OuXKlYt6cVyMd99919ScOnfuTGfPnqX58529G0xVlkKCgCCQ4gisXbuWqlf3XfqR4hOQAQgCgoClCARMAnKVxYpdunShOnXqKK+PjRs30vPPP68mY5YJsXTm0pggIAgEFAFhPgIKt3QmCNgegYAxIAMHDqTT7CL6008/UQbWa1apUoUOHjxIQ4cOpTfeeIPSs+GkkCAgCAgCgoAgIAiEBwIBi4Q6Z84casGpoMF8aGrH+mgwJatXr9aX5FsQEAQEAUFAEBAEwgCBgElA4DJar96/+TyAbeHChRXExzmZkytBXwxDSk1HjhxxYl70dfkWBAQBQUAQEAQEgeBDIGAMyEUOjATDUyNp74mTJ08aL6vjb7/9ln7++Wen6w0aNHA6lxNBQBAQBAQBQUAQCE4EAqaCScMBs1zDAMOlFB+4B7rSl19+SceOHXN8WrVqlaC+ax05FwQEAUFAEBAEBIHgQCBgEhD4s587d84JFcSpQPyKbNmyOV3HCa4Zrx/gPClQ1bRtG5fOOkEFuSAICAKCgCAQVgg0a9aMXn755bCacyhNNmAMSMGCBQm5ToykzxF4JykCA3OF03UjgZuQIBCuCICJRwJD2FNlzZo1XGGQeQsCCoE78aHpBY7gRCBgDAiyMf74448qh0kqTrMNmjlzJmXOnNlUcKJ58+YFJ8IyakHAQgQWL15MDTm76XfffUeVKjnndbGwG2lKEBAEBAG/IxAwG5Bnn31Wudy++eabdPnyZVqxYgUNGjSI+vXrR9n9nNzJ7yhKB4KAICAICAKCgCDgFQIBY0Dgcjt+/HgaMWKEsu1o3bo1tW/fnl599VWvBiyFBQFBQBAQBAQBQSD4EQiYCgZQIfDYKc6IifgeSKYGzxghQUAQMI9A3rx56cEHHyTtwm6+ppQUBAQBQcBeCAQ0GZ29pi6jEQQEAUFAEBAEBIGUQiBgKpiUmqD0KwgIAoKAICAICAL2Q0AYEPutiYxIEBAEBAFBQBAIeQSEAQn5JZYJCgKCgCAgCAgC9kNAGBD7rYmMSBAQBAQBQUAQCHkEhAEJ+SWWCQoCgoAgIAgIAvZDQBgQ+62JjEgQEAQEAUFAEAh5BIQBCfkllgkKAoKAICAICAL2Q0AYEPutiYxIEEgUAaQyWLp0KW3btk1lk060sNwUBAQBQcCmCAgDYtOFkWEJAu4QQCqDQoUK0b333kvly5enChUq0KZNm9wVlWuCgCAgCNgaAWFAbL08MjhB4F8EkEvp5Zdfph9++EEldpw7d66SgNSpU4dWrlz5b0E5EgQEAUEgCBCQUOxBsEgyREEACEDi0aNHD3rnnXccgFy6dInq1atH58+fp127dlGGDBkc9+RAEBAEBAE7IyASEDuvjowtLBFAwsZRo0Y5zf327dsUExNDZcqUcbqeNWtW+vXXX+nw4cM0f/58p3tyIggIAoKAnRGQdLR2Xh0ZW1gisHr1anr00UfV3JH99vTp09S9e3cqWbIkTZ06lTp37uyES7Vq1Sh79ux08+bN/2/v3oNtKt8Ajj+HcxAm18SQI4kjd0bHZRSmXDKjGPeR5FJmkDGaXJqGEGXKP2hqlGnQGWVS00zHKHf1R4gMMm6DRKRc47jv1vP8Zi17b84+v33O3tvee33fmdrr8q53rfezajze2wo5zg4CCCCQzAK0gCTz2+HZfCnQo0cPGTJkiAUhffr0kczM//09YcKECdbasXz58hAX7Xq5cuXKXa0jIZnYQQABBJJMgAAkyV4Ij4NAqVKlZOjQoXL79m0pKCiQGzduGMrYsWOlf//+MmzYMNFgRFtK8vPzpXfv3qLncnJywEMAAQRSRoBBqCnzqnhQPwno1NoDBw7It99+K3l5ebJs2TIZPHiwzXqZO3euvPfee3Lx4kXJysqSiRMnyqxZs6RMmTJ+IqKuCCCQ4gIEICn+Ann89BLQFg3tUtGWDl3vQ1tBhg8fHhKEaI1v3bolhw8fluzsbClbtmx6IVAbBBDwhQABiC9eM5VMdoHLly9b18qqVaskIyNDqlWrZt0rbdu2DQlCPvroI3n44YdtFdTJkycne7V4PgQQQKBQAcaAFErDCQQSJzBmzBg5dOiQbN68WX799VepUaOGPPPMM7bAmI4J+eyzz+TVV1+V0aNH25iP48ePJ+7huBMCCCAQBwFaQOKASpEIRCOwZcsW6datm+zZs8em2uqaHs2aNbMg5NSpU7J69WpbbEzL1DEhmnTgKQkBBBBIZQFaQFL57fHsaSGgs1l0HY/69etbfUaNGmUBxqZNm2x8hwYnugy7Jg08CD6Mgn8hgECKC7AQWYq/QB4/dQW2bt1qD5+bmytVqlQRHQeiq5pu377dVj2tXr26DBgwQFauXCkjRoyQxo0byxNPPJG6FebJEUAAgSABWkCCMNhEIFECuqKpBh46qLRjx47yyy+/WGvHjBkzZObMmaLBhyZdBXXRokVy5MgRgo9EvRzugwACCREgAEkIMzdB4I6Atnzs2LFDnn32WVm8eLGdKF++vJw9e9YCjsqVK9uxtWvXypo1a6Rz585StWrVOwWwhQACCKSBAINQ0+AlUoXUEdCPymk3irZsaPeKtoC4KRAIWKvIzp07pWXLlqK/7gJkbh5+EUAAgXQRIABJlzdJPVJGQKfbdunSRf755x/R1pCmTZt6z37+/HlZunSpHR85cqTl806ygQACCKSRAAFIGr1MqpK8AqdPn7ZxHDq9tkKFCrbmhwYh5cqVE53toquekhBAAAE/CTAGxE9vm7omXEBntugMlpo1a0r79u1ttsvrr79uS6hv2LBBrl69amM8Tp48mfBn44YIIIDA/RQgALmf+tw77QX0K7U64FQXGTtz5ox9tfaDDz6QqVOnSoMGDUSDEP3irQ40JQhJ+/8cqCACCAQJEIAEYbCJQHEFdHCpdrMEJ506q+t66NdrmzRpYtNsf/75Z+nUqZPodFsNPoKDEHexseAy2EYAAQTSVYAAJF3fLPVKmIAGHwMHDpS9e/eG3HP//v32Ybk2bdrIpUuXpHv37pKZmWkfmfvuu+/sWy8atGgQsmvXLhk/fnzI9ewggAAC6SxAAJLOb5e6JURg3759ol+x1eAiOOnsFp1au2DBgpDgo2LFilK7dm37yq1Ox9XEOh/BcmwjgIAfBAhA/PCWqWNCBLKyskLuU6dOHXn++edl9uzZFojk5+eLBh+aNm7cKA899JA0atQo5Bp2EEAAAb8IhP6VzS+1pp4IxEEgvAVEb7FkyRJp166ddc98+OGH0qpVK1mxYoXk5eXZeh/3uiYOj0aRCCCAQNIJEIAk3SvhgVJVILwFROuhXSv6tdtx48bJ9OnTbdpt3bp1rcumZ8+eqVpVnhsBBBAosQBdMCUmpAA/CeiA00GDBlkAEV7vwlozKlWqZEuqnzt3zqbaHjt2TAg+wvXYRwABvwnQAuK3N059SySga3YcPXrUghDtSunbt6+N79BCX3nlFWnRooWN69CxHfpPdna2lC5d2u6pq57WqlWrRPfnYgQQQCBdBFiKPV3eJPVImMCFCxdsVosuMKZBiE6j1cAjNzfXllv/66+/vGcpW7asnW/YsKHMmTNHcnJyvHNsIIAAAn4WoAXEz2+fuhdLQLtU1qxZY0GIdsdMmzbNylm5cqU88sgjogGIrny6e/du71cHnxJ8FIubixBAIE0FaAFJ0xdLteIv4LaE6Oqmmk6cOMFH5eLPzh0QQCBNBBiEmiYvkmokXsBtCdGuF02bN29O/ENwRwQQQCBFBWgBSdEXx2Mnj4DbEuKOCdGBqSQEEEAAgcgCtIBE9uEsAkUKuC0hrVu3LnSKbpGFkAEBBBDwmQABiM9eONWNj0BwEBL+Ubr43JFSEUAAgdQWoAsmtd8fT59kAteuXROdektCAAEEEIgsQAAS2YezCCCAAAIIIBAHAbpg4oBKkQgggAACCCAQWYAAJLIPZxFAAAEEEEAgDgIEIHFApUgEEEAAAQQQiCxAABLZh7MIIIAAAgggEAcBApA4oFIkAggggAACCEQWIACJ7MNZBCIKnDp1SpYvXy67du2KmE9PFhQUWN6dO3cWmTeWGdxnPHz4cCyLpSwEEECgRAIEICXi42K/C/z222/y4osvyldffVUkxfnz5y3vF198UWTekmT4/PPPZcKECV4R7jMGf6vm5MmTMnDgQNm3b5+Xjw0EEEAgkQIEIInU5l4IJEBg1KhRoq0ebqpXr55MnTpVmjdv7h6SZcuWyZdffunts4EAAggkWiAz0TfkfgggkFiB+vXry5w5cxJ7U+6GAAIIFCFAC0gRQJxGoDgCt27dkk8++UT69OljLQ9jx46Vs2fP3rOo/Px86devn+Tk5EiXLl1k1qxZcv369ZC8b775przzzjty5MgR0RaOZs2ayVNPPSXz5s2T27dvW97jx4+LfolXr/3pp59se+vWrbJ7927bXr9+veV7//33rQVEd1577TWZNGmSfPrpp5ZHyw9PH3/8sfTv39/GsISfYx8BBBAorgABSHHluA6BCAJTpkyR0aNHy82bN6V3796igUD37t3vumL69OnSq1cv2bJli/Ts2VMeffRRmT17trRr1y7kD/xNmzZJXl6edOzYUTZs2CAdOnSQv//+WyZPnuyN9yhdurTUqFFDMjIy7Hs0uq3fpTlz5ox8/fXXcuzYMbv/gw8+KBUqVLDtqlWrSpUqVeSxxx6zPNo1E5w0uNGA6MKFC/LAAw8En2IbAQQQKJlAgIQAAsUWWLduXcD5PzDw1ltveWWsXr3ajjnBgXfsxo0bASfACDnuzJwJOEFDwAlMAs5H7Ly87vVOcOIdcwIPu9YJTrxjly9fDjRq1ChQvnz5gNPi4h0vV65cYMCAAd6++4xLlizxjr377rtWnjNA1Y45gUbACX4CDRs29PLoxvfff2/5nIGtIcfZQQABBEoqQAtIyeI3rkbgLgHnD20pVaqUaCuImzIzM8UJUtxd+3UCAtGumokTJ0qZMmW8cz169LCWkKVLl3rHdENbNrS7xE1O4CHt27eXK1euyMWLF93DxfrVsocPHy4HDhyw1hq3EH0GbTHRriQSAgggEEsBApBYalIWAo6ArglSs2ZNqVy5cohH06ZNQ/YPHjxo+2+//bZ1rWj3ivuPBhS///57yFgQLdNp3Qgpo3r16rZ/9erVkOPF2XnppZcsyNF1TTT9+++/1i3jtKbQ/VIcUK5BAIGIAsyCicjDSQSiF7h06ZKNvQi/Usdd6DgNN+m4iqysLGndurV7yPtt1aqVbWtg4baOhAcfXuYYbWRnZ0vXrl1F1ymZP3++rFq1SpxuHmsZidEtKAYBBBDwBAhAPAo2EIiNQJs2bUS7V3QAqna9uOnPP/+0Lhd3Xwd+6myVoUOH2qBT97j+ahBTsWJFa5EIPh7v7ZdfftmeRwe96johjz/+uLXKxPu+lI8AAv4ToAvGf++cGsdZIDc317pOwmeUuF0b7u2ffvpp2wwf66HTaevUqWOtEW7eaH61lcUZ1BrxErclJjyfTuPVMR+6mqozeFW0W4aEAAIIxEPgzl/P4lE6ZSLgQwFdmn3FihUyfvx40S4UnTKrf5jrOh7BSQd9Llq0yNYL0SmzOl1XB4Fq94det3DhwuDs//d2tWrV5Mcff7RynnvuuXtep3k0zZ0716YBDxs2zPZ1qq0u0a7rgmjSupAQQACBeAjQAhIPVcr0tYC2Lug4Cv3D/4033pCWLVva2h56TGfHuEm3NTAZMmSIrVSqXTeDBw+WEydOWBdOkyZN3KxR/epsG23Z0Bkz33zzzT2vfeGFF0RbarSbZcyYMd5iZppZu2F0/Q9dFK1u3br3vJ6DCCCAQEkFMnQeb0kL4XoEELi3gK5KevToURtLoVNdC0vOOiFy6NAh0am12v3idpEUlr+o4xpA6EJlOksmOOgJv04Hwuq9dLyJm7Zt2yZPPvmkdcNocERCAAEE4iFAABIPVcpEIIUFtBXmhx9+kD/++OOuab8pXC0eHQEEkkyAMSBJ9kJ4HATul4B2GZ0+fVp27NghCxYsIPi4Xy+C+yLgE4E7HdI+qTDVRACBwgUKCgpsvMq4ceMKz8QZBBBAIAYCdMHEAJEiEEAAAQQQQCA6AVpAovMiNwIIIIAAAgjEQIAAJAaIFIEAAggggAAC0QkQgETnRW4EEEAAAQQQiIEAAUgMECkCAQQQQAABBKITIACJzovcCCCAAAIIIBADAQKQGCBSBAIIIIAAAghEJ0AAEp0XuRFAAAEEEEAgBgIEIDFApAgEEEAAAQQQiE6AACQ6L3IjgAACCCCAQAwECEBigEgRCCCAAAIIIBCdAAFIdF7kRgABBBBAAIEYCBCAxACRIhBAAAEEEEAgOgECkOi8yI0AAggggAACMRAgAIkBIkUggAACCCCAQHQCBCDReZEbAQQQQAABBGIg8B9HAuZiZvNnLAAAAABJRU5ErkJggg==" />
<!-- rnb-plot-end -->
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<!-- rnb-text-begin -->
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<!-- rnb-chunk-begin -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuI2NyZWF0ZSB0YWJsZSBvZiBRQyBtZXRyaWNzIGFuZCBuYW1lIGxhcmdlc3QgZ2VuZS4gXG5cbmFzX3RpYmJsZShcbiAga2VyYXRvW1tdXSxcbiAgcm93bmFtZXM9XFxDZWxsLkJhcmNvZGVcXFxuKSAtPiBxYy5tZXRyaWNzXG5cbnFjLm1ldHJpY3NcbmBgYFxuYGBgIn0= -->
```r
```r
#create table of QC metrics and name largest gene.
as_tibble(
kerato[[]],
rownames=\Cell.Barcode\
) -> qc.metrics
qc.metrics
<!-- rnb-source-end -->
<!-- rnb-frame-begin {"metadata":{"classes":["tbl_df","tbl","data.frame"],"nrow":299,"ncol":8,"summary":{"A tibble":"299 × 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</script>
</div>
<!-- rnb-frame-end -->
<!-- rnb-chunk-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin 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 -->
```r
```r
qc.metrics %>%
arrange(percent.mt) %>%
ggplot(aes(nCount_RNA,nFeature_RNA,colour=percent.mt)) +
geom_point() +
scale_color_gradientn(colours=c(\black\,\blue\,\green2\,\red\,\yellow\)) +
ggtitle(\Example of plotting QC metrics\) +
geom_hline(yintercept = 200) +
geom_hline(yintercept = 6000) + theme_calc() +
theme(panel.grid.major.x = element_line(colour = 'light grey')) +
xlab(\Number of counts\) +
ylab(\Number of features\) + labs(colour = \% mitochondrial RNA\)
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" 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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuI3Bsb3R0aW5nIGNvbXBsZXhpdHlcbiMgVGhlIHN0YW5kYXJkIHdheSBvZiBjYWxjdWxhdGluZyB0aGlzIGlzIGxvZzEwKGdlbmVzKS9sb2cxMChjb3VudHMpIGhvd2V2ZXIgdGhpcyBnaXZlcyBhYnNvbHV0ZSB2YWx1ZXMgd2hpY2ggYXJlIGRpZmZpY3VsdCB0byBqdWRnZS4gQSBwb3NzaWJseSBiZXR0ZXIgYXBwcm9hY2ggaXMgdG8gZml0IGEgbGluZSB0aHJvdWdoIHRoZSBjbG91ZCBhbmQgdGhlbiBjYWxjdWxhdGUgdGhlIGRpZmZlcmVuY2UgZnJvbSB0aGUgb2JzZXJ2ZWQgdmFsdWUgdG8gdGhlIGV4cGVjdGVkLlxuXG5xYy5tZXRyaWNzICU+JVxuICBtdXRhdGUoY29tcGxleGl0eT1sb2cxMChuRmVhdHVyZV9STkEpIC8gbG9nMTAobkNvdW50X1JOQSkpICAtPiBxYy5tZXRyaWNzXG5cbmxtKGxvZzEwKHFjLm1ldHJpY3MkbkZlYXR1cmVfUk5BKX5sb2cxMChxYy5tZXRyaWNzJG5Db3VudF9STkEpKSAtPiBjb21wbGV4aXR5LmxtXG5cbmNvbXBsZXhpdHkubG1cbmBgYFxuYGBgIn0= -->
```r
```r
#plotting complexity
# The standard way of calculating this is log10(genes)/log10(counts) however this gives absolute values which are difficult to judge. A possibly better approach is to fit a line through the cloud and then calculate the difference from the observed value to the expected.
qc.metrics %>%
mutate(complexity=log10(nFeature_RNA) / log10(nCount_RNA)) -> qc.metrics
lm(log10(qc.metrics$nFeature_RNA)~log10(qc.metrics$nCount_RNA)) -> complexity.lm
complexity.lm
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiXG5DYWxsOlxubG0oZm9ybXVsYSA9IGxvZzEwKHFjLm1ldHJpY3MkbkZlYXR1cmVfUk5BKSB+IGxvZzEwKHFjLm1ldHJpY3MkbkNvdW50X1JOQSkpXG5cbkNvZWZmaWNpZW50czpcbiAgICAgICAgICAgICAgICAgKEludGVyY2VwdCkgIGxvZzEwKHFjLm1ldHJpY3MkbkNvdW50X1JOQSkgIFxuICAgICAgICAgICAgICAgICAgICAgIDAuNzM0OSAgICAgICAgICAgICAgICAgICAgICAgIDAuNjQzOCAgXG4ifQ== -->
Call: lm(formula = log10(qc.metrics\(nFeature_RNA) ~ log10(qc.metrics\)nCount_RNA))
Coefficients: (Intercept) log10(qc.metrics$nCount_RNA)
0.7349 0.6438
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```r
```r
qc.metrics %>%
mutate(
complexity_diff = log10(nFeature_RNA) - ((log10(qc.metrics$nCount_RNA)*complexity.lm$coefficients[2])+complexity.lm$coefficients[1])
) -> qc.metrics
qc.metrics %>%
ggplot(aes(x=complexity_diff)) +
geom_density(fill=\yellow\) +
xlab(\Complexity differential\) +
ylab(\Density\) +
theme_calc() + geom_vline(xintercept = 0)
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
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" />
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<!-- rnb-chunk-begin -->
<!-- rnb-source-begin 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 -->
```r
```r
min(c(max(qc.metrics$complexity_diff),0-min(qc.metrics$complexity_diff))) -> complexity_scale
qc.metrics %>%
mutate(complexity_diff=replace(complexity_diff,complexity_diff< -0.1,-0.1)) %>%
ggplot(aes(x=log10(nCount_RNA), y=log10(nFeature_RNA), colour=complexity_diff)) +
geom_point(size=0.5) +
geom_abline(slope=complexity.lm$coefficients[2], intercept = complexity.lm$coefficients[1]) +
scale_colour_gradient2(low=\blue2\,mid=\grey\,high=\red2\) +
xlab(\log10(counts)\) +
ylab(\log10(features)\) +
labs(colour = \Complexity differential\) +
theme_calc() +
theme(panel.grid.major.x = element_line(colour = 'light grey'))
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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/>
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```r
```r
# add generated metadata here
complexity.diff <- qc.metrics %>% pull(complexity_diff)
kerato@meta.data <- cbind(kerato@meta.data, complexity.diff)
# kerato <- AddMetaData(object = kerato, metadata = complexity.diff, col.name = \complexity_diff\)
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<!-- rnb-text-begin -->
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```r
```r
qc.metrics.log10.scatter <- qc.metrics %>%
arrange(percent.mt) %>%
ggplot(aes(nCount_RNA,nFeature_RNA,colour=percent.mt)) +
geom_point(size=0.7) +
scale_color_gradientn(colors=c(\black\,\blue\,\green2\,\red\,\yellow\)) +
ggtitle(\QC metrics across barcodes\) +
geom_abline(slope=complexity.lm$coefficients[2], intercept = complexity.lm$coefficients[1]) +
geom_hline(yintercept = 200) +
geom_hline(yintercept = 6000) +
scale_x_log10() + scale_y_log10() +
xlab(\Log10(Number of counts)\) +
ylab(\Log10(Number of features)\) +
labs(colour = \% mitochondrial RNA\) + theme_calc() +
theme(panel.grid.major.x = element_line(colour = 'light grey'))
ggsave(\qc_log10_scatter.tiff\, plot = print(qc.metrics.log10.scatter, device = \tiff\, height = 336, width = 544, units = \px\))
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Saving 7 x 7 in image
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<img 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" />
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<!-- rnb-text-begin -->
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<!-- rnb-source-begin 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 -->
```r
```r
qc.metrics %>%
arrange(percent.mt) %>%
ggplot(aes(nCount_RNA,nFeature_RNA,colour=percent.ribosomal)) +
geom_point(size=0.7) +
scale_color_gradientn(colors=c(\black\,\blue\,\green2\,\red\,\yellow\)) +
ggtitle(\QC metrics across barcodes\) +
geom_hline(yintercept = 200) +
geom_hline(yintercept = 6000) + geom_abline(slope=complexity.lm$coefficients[2], intercept = complexity.lm$coefficients[1]) +
scale_x_log10() + scale_y_log10() +
xlab(\Log10(Number of counts)\) +
ylab(\Log10(Number of features)\) +
labs(colour = \% ribosomal RNA\) + theme_calc() +
theme(panel.grid.major.x = element_line(colour = 'light grey'))
<!-- rnb-source-end -->
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<img 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6VJk0Z7RoQdh145fIsn0cvnm2++0V4mysZAx0Kh+7IS8YftZj1euHCh7sP4KvT4UaJ7EENbJozXJtEzw5boHs23f643MuI4nGNYoicPiR5KJEfm7kgbPViYf/QysvVm4mllp6NbmddX6hEtTaLkh+0puaEHliMU3b0xsaRbeVgiDpwDP3PK9khLm8K24VxsiZ83SuDIaIT9rPG4ZcuWuvmz4mV7LSkLAoKAIBAZAomOAeFChw0bph8YyvrfTqWiDB91RFM+GPiGSuaDbrck5bWh37SVkaQWoetKm38rVqzQETH5MI5KmmHTxeEi50Bm6N9//7Xrw0iuFO/HRiCsUqVKabWIrfsrg5QxIqzyptFrUwahmoHgw6x48eIaR6Wn0wwKVSgRkbJr0A8zBrpS3ke6CaPHkoExyYw6SymBLZGh4/rofhoZcR58yPKhbkvK9gLKGFfPn7FRopu7I21sxw9bVga2dlUMakepCIPaUcVEJo5MGFUiJnGOjlB094YYkCiZsiVKMngPle2QrqY6jAyQ7T2mZMRWzcKGykNMS6moarEluqVTssMxnxcv23GlLAgIAoJAhAiYVu+RGYokxHpa8NPAUy1YeyrQc4CeH3T5VPYZup7n6ElgSzTYpMeF0q0bNNRT8SoM9aNvKAZAG/upN03teWLbx7ZsGn7S6NIkeizwWvSgsCXOw9ZVWKk+rF4OdC9VdhUGvShoZEivGJNUIDTt1UA3YnqEmIaNYddizoVrInEMxVgYTZs2NZT6yVAPGEPZNejxiQsxU2+8RosWLbQni4pZoV2AaRxL19zIiEaqXB89QxSTYKiHnUEXVXrqqAenNpRkXxXKXruo/vnnn9oLRkWn1V4jzZo100NHtg719q7HZzv1wDUePHigjX1pvErPJZIjc3ekjR4szD8aodITSEkhDCXtMZT6TXvhcH307CHR60hJFQx6ENF4k5uyCbG65NKIl3hGtsbo7g2vQbdmupf/9ddfhpJSaE8lGvlyHpcvX2YTfU95L2hQzXtMDyXFFGmjZdabRqhKVaO9eHhf6TnDY65T2YXozwfHela82FdIEBAEBIHoEEiUXjDmovljqyKb6h9a/viam5I0GMooz1B6eL3R3dWW1Nu2oQwcre3Zjw+gsHEnbPuYZfOh/ywMCL1v6OVgzpN7lYNGxx0xx+deveFqDxqet40DEh0Dwr4qwJp+yJjX4ENz7ty5PKWJTASZL57nA557elDYrsdsa+7JLKmoqxojtmd/FQhOMwn04CGjRSJzQibEvDb3PCaDRors4cxznJdtfA32ZcwKPvhNcmTujrQxxzP3fDAzXsrXX3+tGSZz/vQ8sY2PwntPF2LzvJLsGEoqYo3NwjgfUa0xuntDzxYyjOb43JNhNL1wzPmS2SZTYrbjPFTwPH1sMiBsq6RR+vNvtuP9pqsv76dJz4KX2Vf2goAgIAhEhQAZECf+o2oisZL60dUGqfRMoOU/bT2o/6aYmioY5ktR8RTCLZ8RO2l7QLUCVSSxrXYJd8EnFfSMYfh3GgPS6FA9GCJsSoNDerREdj7CTqpSvdlqFRM9IGgwSU8YW6JRJY1OiQ9tCyj+Z9voiN40FN1TDUB1EolrUR9AOw8WGkzSQJhj23rkRDe+YtA0LvS2oQohrGEl+zsyd0faRDYXGtxSbUHPJNMuw7YtPYmY+JDnTbsefv5o8Ezj6LCGrLZ9WY7u3rANDVJpC0I7J94/E2ueM4m2NVRb0djVNMo2z9nuGZmVHlhMXcDvRVjjWLZ9HrxsryVlQUAQEARsEWjbti0SPQNiu2ApCwKCgCAgCAgCgsDLR4AMSPSvti9/njIDQUAQEAQEAUFAEEhkCAgDkshuqCxHEBAEBAFBQBBICAgIA5IQ7pLMURAQBAQBQUAQSGQICAOSyG6oLEcQEAQEAUFAEEgICAgDkhDuksxREBAEBAFBQBBIZAgIA5LIbqgsRxAQBAQBQUAQSAgICAOSEO6SzFEQEAQEAUFAEEhkCAgDkshuqCxHEBAEBAFBQBBICAhEHGYzIcw8kjmq3CRghEehhIEAI5oyeV1UCekSxkpklrYIMKFhypQpdbZd+T7aIvPyy7wfjJZLUikOoFImxGhSjIzMqNIcg9F/wxKjADPKtJAgEB0CiY4B4Zdr4MCB0a1bzscTBP777z8dujx16tTxZEYyjdhAgCHoVZI9naXYzJIcG+PKGM+OANMifPPNNzrLNTMoq9xEUPmEYjwgXxb279+vMz97eXnZ9Wc6hsSc2sNusXLw3AiICua5IZQBBAFBQBCI3wgwB5PKqIwBAwbggw8+gMpa/UzMR/xepcwuoSGQ6CQgCe0GyHwFAUFAEIhLBLZu3QqVvRlM6LhkyRKobOBxeTkZWxBwGAGRgDgMlTQUBAQBQSBhIfDjjz+iatWqWtrBTM7CfCSs+5fYZysMSGK/w7I+QUAQeOUQuHfvHho3boxevXqhY8eO2LJlC3LkyPHK4SALjt8IiAomft8fmZ0gIAgIAjFCgIbdLVq0AJmQBQsWoFmzZjHqL40FgReFgEhAXhTSch1BQBAQBOIYgSlTpqBixYqge/vevXuF+YhjvGX450NAGJDnw096CwKCgCDw0hFgTA5KPbp27Yq3334bO3bs0O7tL31iMgFBIAoERAUTBThyShAQBASB+I4AY3KQ+bh27ZqOwdGmTZv4PmWZnyCgERAJiHwQBAFBQBBIoAjMnDkTb7zxBjw8PHTgt8iYj42XRuLfs73h438ddx4cTKCrlWknNgREApLY7qisRxAQBBI9Akxf0K1bNy3xaNmyJaZPn46wUUlNECbufR3XA48CBrDr5i/Idh3Ilr4O6lT4x2wie0HgpSCQ6BiQgIAA/WV8KWjKRWOMwLlz55AuXTokTZo0xn2lQ/xFgKHYz58/r9/KPT094+9EE+DMrly5gp9//hmMbkoX20qVKmHevHkRriQg+CFWnD8EOD05rZiQsz6AW8gK7JtaCkEXD8DJxQ2Zmo+Hs6sb7j88jht3tiJj2spIkSxfhGMGBwfj4sWL2siVkhdbkrxOtmhIOToEEh0Dwi/Ae++9F9265bwgIAgIAgkeAUo+uMWcmERu75NuqryqW5ghtoY5duzQ29sbH330kWONpdUrj0CiY0DM7Kqv/J1NIADs2bMHuXLlgiSjSyA3zMFpUgJCN9D8+fNDktE5CFoUzfz8/NCvXz/8/vvv2rWWEhBHpYaBIT6Yeag2XFy9keK2D4xgP5RL3gn35w1RV1QiESUeSVmmLR6ULoR9x0YgJNQfzk7uKJq/L0oU/DTcrJiM7uDBgyhcuHA4tc+NGzewcOHCcH2kQhCICIFEx4AwDXhkutCIAJC6l4tAkiRJ9P2Se/Zy70NsX50MiNzb2EH15MmT2svl+PHjOpttTCUMXvBCrwr7wk3m8tXTuL/jN3gXqI6cHabCN+AaDp0eAg8XL4SE+KFU0b7wcLfPdstBXF1dI723VLfxN1hIEHAEgUTHgDiyaGkjCAgCgkBCQIC2HV26dEHatGmxbds2lCpVym7a9wIvKWmFC1K4Zbard+Qga5tJ4GaSt2cWtGt0G5euL0eGtG8q5iO1eUr2gkCcICBuuHECqwwqCAgCgsCzI0A1R//+/XVQsRo1aoCJ5MIyH9tuTcGII3nx+eFcOPJg2bNfzKanm1sy5M7WEmRGhASBuEZAGJC4RljGFwQEAUEgBgjQM6xChQqYMGECRo0ahUWLFiFFihThRlhwuae1bsa5ttayFASBhIKAMCAJ5U7JPAUBQSDRI7B48WKULFkSN2/exKZNmzBo0CDsCdqM2f4/IsgItFt/Utf01uMgw9daloIgkFAQEAYkodwpmacgIAgkWgT27T6Cd9q9h7feegvlSpXAxj/GolzZstgetAbvPaqB73w/Qel7SfHYeGjFYGBBixttZu/S6FdExfoQEgQSGALCgCSwGybTFQQEgcSFwPhvpqJcufKYOXs6ypaogNHFt+LBX+/hwABPTH70uV5sEALhjiQ4FLzLuvikbungna8t5qTdjYaPi9qdszaSgiAQjxEQBiQe3xyZmiAgCCRuBJYvX46+/Xuo2BsBSOVRCBdOhuBRgHJONELg5OaFdmfLoNQloOsOJ7Ta7Y/izmWsgFwIOYWlgbNUJA/G8gAGPHrbek4KgkBCQEAYkIRwl2SOgoAgkKgQCAkJwYgRI9CgQQOkT5cJabyKI4mbxdDU251RShUPEuSLPKlKo9QVS1wNrxBXHDw1zopDGucM1rIz1E95BOE3HoY+wDLfv3Er5Ia1rRQEgfiCgDAg8eVOyDwEAUHglUDg2rVroGvt8OHDMWDAAFy8fBoVK5dFrXoVcezSSmRt/BWS5quB/H22A8lSqsBelnBNhmHgge9ZK0ZJnZLjnxTH4Ao31HV/G0tSHLeeYyHQCEC1669j1P3BqHvjDZwIUgnphASBeISABCKLRzdDpiIICAKJG4F169ahTZs2YKTYFStWoFatWnrBfy3/+enCq/VFBrWRcqotd4ZGOHN9EVInLYjaJWaw2krZXPLgv9Qqu1wEtMF/tbIb8YA//PTZuY+nY3iqpxKUCLpIlSDwQhEQCcgLhVsuJggIAq8CAlcvByAgIATXH+5BUIivZjjGjh2rGY58OXNgT/kcqP5JSxg+j6KFo3LB6WhZ+hpaV94HZ2fH3xkLuBVWpqsB1vGredaxlqUgCMQHBIQBiQ93QeYgCAgCiQaBDzueQolsu5EtyQ5MWtYYo/9OierVy+OTTz5Br169sPbhfmQ+o9xmA/wR+l69KNd9/txl5MlYEUVy1cCEb2KW9TaHa24sTr8BdT2bYFyqiaiSpGaU15KTgsCLRsBxdvpFz0yuJwgIAoJAAkPgv+0P8cdvN5/MOhRzBrfC9QffISRgN5YsWaKNTkOK/GI5r2w6cHh3lCssW7SR9fzIYRPwvxZ1kC2743lfsrpmx6hU31nHkIIgEJ8QEAlIfLobMhdBQBBI0AikTuOm50/XWF8swMmz45EynRNGjHLVzAdPOn36rXWNTj/8aS2zELBjGXz++Fp54Vo8YaooyYltdllv7/DZae0GkANBIAEhIAxIArpZMlVBQBCI3wjkye+Jn2ZnxEN8DB9MQPl6ThgyzBWls5e3Tty53ftwXnUczuvOwLn6UwmH7+JfcH9oUzz+bThu1vWGERiA6XMUM6IkJWnSpsLStdOROk1K6zhSEAQSOgKigknod1DmLwgIAi8MgaCA++DmlTxnuGsG372CdT8ORL+Jq+HidQuftHdF+ZLOcFJ2pg/v7USg/124J7GkuHfKEr6/z7xvLGOGBCsxiTOCL51A0jzFcdNnX7hrSYUgkBgQEAlIYriLsgZBQBCIcwQe3j6I1b9mwIZZBXBi53C764X6P8ZX9XOgwfA5SBZwG0u/fQe56qnwYEqT4hqkNrXftbC6XZ+wB17NelmqXN3hFBiK0DMStyMsRnKcuBAQBiRx3U9ZjSAgCMQiAkEhQZi8+Xd0n9MPq/6sah35zJ7R8HukYqQrevjwIZo2qo+hO0PQOLcz/qznivw3zqFtnfNwD3ZCkgeAlwpE6nP3mG4f2T/vZh8ixbC5cHdLoxgWN/h81gE+4z6MrLnUCwIJHgFhQBL8LZQFCAKCQFwh0H/BMOw8vweBwYFY5t0WwSrqqEluHimxY8MSlHitGNZs34vvKrpgbGUvuLk6IfDeBfgtm4RiRmtUGuyE8qPUtr6C2TXSfZJK/4Nx6xoQrMQmigL+mhxpWzkhCCR0BIQBSeh3UOYvCAgCcYeAyq9CI1CTgl1TwDNZTlRstQc/j/gAlWs2hpPPJayZNRy91/shRe0PABcg5MF13Fs6Gul6zzW7wmvRdhhnzliPIyu4FCihTqkLu7jApXDpyJpJvSCQ4BEQBiTB30JZgCAgCDwvAteCz6HTrRKocc0dD0PvWofrXqmjLjsphqBi3vJo2vUKyjbdix4fjkbvkTNRtYAzfuvoCpe9n8HJ1Q2uGXLDyf2Jq6yzC3yzOT3JVftkyPTprWNHVkg+fTuSvDsAXr3GIPnUzZE1k3pBIMEjIF4wCf4WygIEAUHgeRA4tKoz+hSbYR2i351amJJuDwyVryV/sAu+bvo5Hgf6InvqrDhy5AiaN2+OCxcuYHjL9KifTxl4kEKV54qi5G+2x62ZFmNSIzQE97uWgt8/e5DitAfcJn0PY+MioF5bOCnpRmTEuB9e3b+I7LTUCwKJBgGRgCSaWykLEQQEgZgicHH/T7h2bKbSszzteTb4kFa7PKicHo+aFIFz5cwqrHpK/PHHHyhbtqw+t2vXLgz+/SRckiRH8ny18Prg63oAZ3dP5JsWgMz9lsFQr3f+F/fggdKoBH7dFU7fvA9jdFeEvumNUP/oc8A8nZGUBIHEiYAwIInzvsqqBAFBwAEEQpXkwsnZHQ13Pm08LtUKBP6hstP6+yLY3cBjd1e8W6MiWrdujfqpkmBT4TQoUrAgXJOkQMkhN1Hg3SVw9Uz1dABVCg3ygZObp7XOfd4US5kBTt3VtlXZiggJAq84AsKAvOIfAFm+IJAQELh6+RGO7L8V61PNUaIn3D0VQ3HRCYO2lcSiDNdRYpUvnH75E49Sh2BrYQPVzvhi3u7D+CqdC6Z7+8Dr6D74f9IZxqNbKlqpJdV92IklLVoXhvKcYUAxkkuzt542UdXI6f/0WEqCwCuKgNiAvKI3XpYtCCQUBLatv4SW1f/S023fvRhGT6we46lfCDmJcyEnUNW9kV1fJ2UoWqXzeWtd6Lr1CG7SHCFK8jG7Vgi+mBWC1MqmdE4zb9TZ9yS1vRGKkCV/INRnnu7n/PlhOKXPYx2DBScVTCz/xMfwObISHpmLwC1NdoQmOQXj4F44vZ0XTrln27WXA0HgVURAJCCv4l2XNQsCCQgBk/nglGf+cgiXzj+M0ez/2LAdDVa2wEePm6HqvYwIMagHAQ7sOYbZE/9EcLDFgJR1oVO+RVBBA58kDcGn/4bgDeXFMretG97MGgDnTGxhIfeSZkn1GVUUoeO9lETk8tNKVXJydkbSYvU088ETzu9sg8vX/nAurRgWp6fxROw6yYEg8AohIAzIK3SzZamCQEJEoGbDXFDPciuly2hxc1226CaWLFAhRqOgkZ8cR99q93GnwVd49FVr+Bs+2Be8Bf9t2Y86lbrj434TkDV5Dfj4+ME4dQTn9qxCpfNB+PleCHq/4YLx9d2QXQUWS6fccD1Kq62iimw6ZghcUqo4HSZRpaLIWNLCUpD/goAg4BACNl9rh9pLI0FAEBAEXigCkxbUR448KVGsVHpsO9sBSZK4ouc7h9Cp+QF0aXEQH7Q/FOl8fhpzznru8bi3EYgA5HMphuHtB+j6YDjD0ykUu777EYv+XYbSZwJxO8TAH3Vc0bmUxVWWemrDxSKxcE6t8rt4qF4D1lvGpZ1pPksRtw48KchOEBAEHEFAGBBHUJI2goAg8NIQ8PBwxeaT72L57tbIniuFnseCmddVnA7LlBbOsrjA2k5w/tx/8Puv81GwlIfSfSgfWxdL40UpDiOFc2q8XaWAbs4wYb7q1D+Hd6FZ34F4M39u7MntjvqhGSzDObvCN0MROHlZsthCueMaXhmUDUd5uEz0g1OvRSqmh5KGpCsOp+5XbacgZUFAEIgGATFCjQYgOS0ICALxD4FqddJg/co7cHVzgqeXRVJhzrJT+35Yung1QlUgMc/X1PlSPeCW6zaGfZsHOVzq6Wbtpv8A95NVsfLEDezz9sUPC7Zj+PDhGDZsmLLPsKhXCvk9QMCNE/DKWVb3CRlXAbh8GFjwEUJOrINL1z/hnKsu0NvXvLTsBQFBIAYIiAQkBmBJU0FAEIgdBIKDDfyvRjDSOQXjyyEWo9CYjDxn+evo1Csbeg/KhaO3qth1/WfRSs18sNLvgIFsc6Yi46i/sTbkH2s7MhnJhnyMxbiNmyGhWL9+PT77TIVTf8J8sKGLZwor86E7XtzHAB+WMQ4ttezlvyAgCDwzAsKAPDN00lEQEASeFYH2TVSMjQ2W3t+NMrB9s1KTxIDIKIyaUBADhueBm5uziizqo9xiLd4xLVpbXG3d3FVuljRM62b5mRucYYS+QkhICD7//HM0bNgQJUuWxL59+1CpUqXor160vqUN7UGyMmGckCAgCDwPAqKCeR70pK8gIAg8EwIZMyu2wMmAKfsICiQDYuNZEoNRg84dxvlh5bG7dpCK3wEM/3I9ihYrqEKmh6LL+22xM2ArcrrnRjb3HLh27RrefvttbNmyBR9//DFGjRqlPGwcew9z6bYQoRt+Alw94PRmpxjMUJoKAoJARAgIAxIRKlInCAgCcYrAyO+dMWuqhf3o1NMJlWs4xgRENKk7PUpjZ8enEpS1G+vj/Q/vW5tWcqumy2vXrkWbNm10eeXKlahZs6a1jaMF56oSQt1RrKSdIBAdAs/+rY9uZDkvCAgCgkAkCHh7O+GWytbG7asf7I1II+kSabVrrmLwtGhfdJuQEEt4dCMkAKEHeyF4zWsYPWo4ateujSyZsyG5SxG0azIc16/djnRMOSEICAJxj0CcMiD379/HnDlzMH/+fLBsEiMPrlu3DjNnzsSNG08DCcW03hxP9oKAIPDqIpDqy6UoudKyfk/3DGhYVxmLKjJW5cStg9NRt/9hDBryOXp0744rJzzw6IElcljrt/pZOsl/QUAQeCkIxBkDQkOvqlWrYt68eTh8+DAKFSqEhw8trykffvghPvroI1y4cEG3uX7d4scf0/qXgphcVBAQBF4YAv7+T/KvRHFFl1QZkGtBANq1CkCz/11EyhSFdevNBx/j9d4+2HsmFEuGuePLzwfZ2XscO3wmilHllCAgCMQ1AnFmA3Lo0CFkyJABixcv1ms4duwYVqxYgTfeeENLRMh0uLq64s6dO1i+fLnWx1JS4mh9x44d9bhkdB48eGDFycXFBXfv3rUeSyH+I/D48eP4P0mZYYwQYAwOEl86bHOtxGSQd1v3wLYtu+CRxAN7j2yEu/JqcYQMw8Avv/yiYnr4oEw+lctloCcyFmkOP2dP/PjrYHzw3kikTJUM85d+I78VjgAapo15P/m76+9vn9WX99vWlTlMVzkUBOwQcIgB4Qdu+/btIBPBh0XBggVRrFgxZMuWzW4w24MSJUqAhl6XLl3C5s2bsWPHDowfPx5kTAoXLqyZD7anZGTPnj3InDlzjOpNBsTX11czMOa1U6ZMaXds1ss+fiKQJ08e7QYpTEj8vD/POis+hPLmzYtdu3bBzy/ilPVRjb1r+z7NfLBNcFAQ+vcZhHqNqkfVRZ/j54jMx/79+1GjRg30erc6TrkFYNvp/MDp5brNN5N76P2hI/tw6MjTIXNm2oHkXjdx8ExDVRlnwuGnF0ygJb7k5c6dW3sSBQY+SYRjsxZ3d+WKJCQIOIBAlAzIvXv3tJvar7/+qm04MmXKhOzZs+Pq1au4fPky+LDv0KEDPv30U6RLly7Cy505cwYLFixAsmTJtHSDNh85c+a0ts2YMSNWrVqlbUFiUm8O4O3tjaZNm5qH+Omnn/DBB2KpbgUknheonitXrhxSpLCE2I7n05XpOYgAJSBHjhzR8TWSJk0arte+3UH4fowv6jf2QKv2ScKd93BLitm//aVcaZWrrgoUxpce2+95uA6qgsxOu3bttNRl7ty5aNKkSUTNIqxz8x8A1+DpKjC7M4rm2Qp/7xNMZxth21e9MkgxhMePH9cMnqcnk+E8pVu3buHPP/98WiElQSAKBCJlQBYuXKhDEzdr1gyrV69G/vz5kTx5cutQFL2RuWC7KlWqYPDgwWjbtq31/Llz58APKu1AuNHf/scff0SvXr0wY8YMazuqS4oUKaIlKjGpNwegD7/tl0CHXw7zpTDbyj5+IsA3Jtt7GD9nKbOKCQKmCsbDwyPcvb10MRj1K9/Sw636NxBJk7mjeWtvu+Gbt2yCzRu2Y9bv89C0RSMMGW5JHmfXyOZg4sSJ6N27t/4d2bhxo35DtzkdffHxXN3GCVQd3YOnhzKad8kSfb9XsAUlIKQkSZKEu7ci/XgFPxDPseRIWXwyG3yjYH6E0qVL2zEf5oePjANzJ1CFQumILTHgD5kNU19ILxiqZai6IfdM6QrP/f333zoaYUzrba8lZUFAEEg4COzYEgAvLyfrhP/+M+JcKuN//gp3fM5hym8TrG3DFmiHwJek999/H+3bt8e2bdtiznxwUK8+T4ZWyeugVAjCfDzBQ3aCQNwhEKkEpFatWpFe1dTpmm+t3FevXt2uPY1Ns2bNqhmO1KlTgxulJDQ8HThwIMqWLQty0q+//joaN26sDZdiUm93MTkQBASBeInAoT3XMbTXTOQrlA6/zG+hv+d1G3nC19dAurT+au+CUd9mjvHcjbtXsbtvTbRaeBw3DU9Q5cIIp89M3kMV06G8Z0IvA54WG5FnHks6CgKCgEMIRMqA2PY2wxYzdseyZcvQXfnTU8T65ZdfokuXLrZNrWUaodF2hEZhlHTQXsQkutvSdsTHx8dOchLTenM82QsCgkD8Q+DOTX90aTRHT+zkkVsYM2QtPhlVU9mDOWPESF9sX39L2XgANy6lQI6caWO0gGn1cuD93cHIn8wJu2p6o/DzMB/mlZM0M0uyFwQEgReAQKQqGNtrt2rVSkspqN+jyoWqFXq4jBkzRhuJ2bYNW6YBmi3zYZ6niies2obnYlpvjid7QUAQiF8IXLnwGG7uT39iFs0+pCd4/24gtq2zMB+s+GXsSYcnzhcahlPvvCsYTbM5Y3stdxRwe+Rwf2koCAgC8QeBp78OkcyJcTn4pe/bt6/2YqFle7du3bTdRqpUqXDgwIFIekq1ICAIvMoIFC+TFtlyPZV8/rHmHQ2HV1JXpYq12IDQ0cTdI9qfId2PHlO0R2NsoV+/GopZbyjjZTcXOPVf8CrDLGsXBBIsAtGqYNKnT68lGLT7mD17tv4BoMstvVcOHjyoLaET7Opl4oKAIBCnCCzd1QEnD99HrnxpkCadxdPFXUlFfp5fDoPf34dipVKhY6880c6BKR06d+6MHDlyYOfOnShatCgMP+UZo3Q4Tl5PvfOiHUgaCAKCQLxBIFoGhG6unTp1Qq5cubTNxu+//65jgNBwtEyZMihQoEC8WYxMRBAQBOIfAqUrZA83qWQp3DBhdtlw9WEr+OJDD5fffvtNq14mTZoEM66Ik2eysM2jPf77ryXo/X4/ZMmaGZt3rtWG8NF2kgaCgCAQJwg4JPuk3cd///2nAwvR0pzeK1988QXoby9hd+PkvsiggkCCRGDFki2YPf3fZ5o74wYdPXxcBR4L0f1PnDihveXo4cIoypTAmszHs1zg6JFj6NCmMx7cf4DjR09g+OARzzKM9BEEBIFYQsAhBoTRCNeuXYuePXuiXr16Ov4/Q6qbPxSxNBcZRhAQBOIhAlvWHcbYYSqj9b2oc/Z8NfxXdGw1FP0/+Bo1ynWOdCV//LYW2T1bIIt7M/g8toRpp1ddplT5UeWN+kifPI/yoJum1b2UgDANBD3kgHFqS6W2cmqz5JpRBYfp6uVr1nwy/E1bs3q9w32loSAgCMQ+Ag4xIJSAfPXVVyhVqpTObMvw54yASmNUIUFAEEi8CGxdfwStao3Cz2P/QZG0XXDj2r1IFzt+7CzrueNHzuHhfR/rsVk4fvgi+nX9WYdXd3Z20mWe++WnaTpTLV9q/IPvK3uPTqhdu7YOcshYQcBatX2utiC1HVfbWLXFjGrWqY7yFcpbOikb2GWr/47ZANJaEBAEYhWBaBkQvpkwhPqGDRt0IDFenYapf/31lxaJMieMkCAgCCROBGZOWqMXFhQUgiSe7tiz/ZTdQn19/ND9nS9RKl9bvP1OXZVLRalPXPzUPhjJU9qHV2fH4GCLeoVlxgDZv/s0iypxXW4EBvnjof81+AY+QLs27+iXnKc5gu6rVmaSM9URx9gtxvTPigU4eGI3rt09j1SpKU0REgQEgZeFQLQMCNMrBwQEIG1a+0BBzITLRHJ00xUSBASBxIlAm87V1cIMeHi4wt8vENXqvma30Dxpm2DJwk24duU21izfjWDnGzBcHqn9TRw5HD6+R9ESudB7UHM9RpZsabFmz7e6fO/hLfgEqdggcML7Xftg5uzf7a4DMEhY6Sd1TPswNcx5xw+z58gm3nuOwxXvWzI0BHOTxYS+/vpr7U3FPh9//DFOn7YwwjEZIz60pR0m8yBFRIzV1adPH7tt7Nix2pzCtv1HH32kM0jb1rFMz7N58+aFrcbMmTPBPhFlQg7XOJqKaBkQBhFj6mUGHTMvSP0pDcLoiluoUKFoLiGnBQFBIKEiUK5SQSTxdkZAkB+yqpgeHknc7Jbi5u6qoyLzN+Hmzavqwe5hzf+05K9Vdm3Ng4HDW+NK4ELsPP2LGs9VPwC0cTuSIo1nCSxZsF+99ASazW32HI8vPJR+2M/DppEUEyECzBlGVRxzhvHBaBKjaX/22WcxZiiPHTuG27dv62FmzZoF5i5LiLRv3z4sWrQowqnTXf2PP/7Q6U+YAoUb43bVr19ff+fMTj/88IPOIM/2tsQktGvWWCSgZj0Nxfv164fvv/9eR0U36591H60bLgdmltqGDRvqVPcMSpYlSxadTI6h1mkPIiQICAKJB4G7ty2RRVOnTYZ+XX5SLx7BenG3btzHFwMWY8/Og9i78zAKFcuB4sVop7FMn3+vewtMmTJReck5axuPWvUqRwnKxYsX0bJlS23nkdIrN9yMDEr+4YQA/0A8eugDj3SmysV2mKS2B1J+BRDgiy/zhPGByGjczL7eqFEjFdI/GSjJ4APRUTIlJXx2hSXaH928eTPCCN3UAlDaT8k/Q1PYEs0U2I8agbAUVT+z7aNHj/RazGO+2DN3Wlgis0UPVGYhdpSYj40Y2VKaNGm0xIOpVMzMxoULF9Y2nbt379aMim172/K///6r7wFfGCgJeeutt2xPx7hsj2Qk3UuWLImTJ09qVzgmlCPHefToUe2XH0kXqRYEBIEEiMCS+TtQPN37etu0+jBeK5UXhvqBJQX4pMOU77Zp5oPHxw5dxP7tt+EUWAvernXw+ZheOHZ2Gzp3b4+5CyahVJnibBYh8YeMb7SXLl3C+vXrMWPWFO3ST+alZZt6SJtO7DMiBO4VrOTD3cvLSwehY/oObvzc3LhxA2fPngUTn0ZFV69eVSpED0yfPl2/PNOesXLlyqDkw6T58+frhz4D3eXNmxd79+7Vp8iU9O/fXwfjZNwrMhm2EgeGo2CMLMbD4os586aRoutXrlw5zVQVLFgQjCj+5ptv6szwHJ+BPpk5/tatW3osZnyuWrWqTu7KtVesWFFrH/TJZ/jHsSmxtKURI0ZoJoqSjaiIGLZt21Zv/A4zq/3zULQMCDm4FStWaK6IFx46dKjmlAi6kCAgCCQeBB7c90OPVr9YF9S56ffo0rshqtcriWTJveBkZLGcM5QLiSZD/ZAFwyk0OfweJ4WvTzDSpU+DUWMGoUbtiKUf/GHmCwzfYOlVt3//fv2D2uh/1bF5z2wsXvUzfpgy5Mn4shMEoB+8NANo3bo1OnbsqJ9FfGMfNWqU1TEiKpz4sKUUhVIPqm/4MKck3zQpYF8mWt28eTMuXLiA1157De3bt9eqxalTp2qHi3PnzukH9JQpU9CuXTvN+Jw5c0arIhgRnOocuorTnoQUVT+epyqDjAxVJKdOndLjMdLv8uXLcefOHdy/fx9//vknm2obDzJGZLrIlJBhCSvV0A0j+Ofr66sjlnOO/K6R6Ro3bpwOLmpKP9iNphZUxQwfPlxjEMFQev1MRkts6KFGptCcY0TtHamLlgHhzSPjQWMXIUFAEEicCBzccwVFUo1Si8uqNkuEUd/HAXqxMxYPwvE7M9C44AXFhKRRdV66vkBeZQxq5FKSC6Bzn2JImcpD10f2j2+i1apVw8iRI/Hpp5/qFxu+7ZmUv2BOlClfzDyUvSBgRYBhH8h8NGvWTKtijh8/riVm+fPnBwPW0VOTn6+oaPTo0ahTp06EKox33nkHxYsX19KVQYMGaQk/H/h842/RooVVvdKkSRMt6eBLOZ+NVIuQKSEDQjURGRlSVP3MOZLhoDSCL/NFihQBx6ZUkMwAJSJkTEh8/nJ9JK6bKh9qIBwhGtcydpe5MQs9cSKWYYnY1qhRQ8f7CnuOx7T7ZAoEbm5ubvpeUA3zPBQtA0J9E7ktimjIIZIzs92e5+LSVxAQBF4eAveCr+LzK9XQ50JB1C9ta0mfGkVL5sb+G5YfPXOG3/xaFx1yb0G7nI+wpdoKrD3yPTaffBvLdzfFwJElMPTjMRgx7Duzud2exmz8seXDYtWqVfrtNawu3a6DHAgCNggw4jbfummLyM8N7RdoDkDGhNnaKTWoVKkSGCAzMqIBa2TEviaxHa9HacP58+dBdYktURpBexCqapiahOobql/IwFBCQIqqnzmWbTZ4PtDz5ctnntLXp7SQRCaiQYMGWgXVvXt3/fy1NoymwDlduXJFbzS0JcNEuxB6sUREZHQobCCuYYnpEMgA8aWBGyMUb926FZQOPStFy4Bw4B49eugLUW9G8Y/t9qwXln6CgCDw8hAINgLxwYVcOOG/DbeCLyBjmUdakmHOaNHmwUibPoV5qPeeFRrjs1Uj8dn4Osjxz3U4qQdB7nwpUKxkOuRMXwZTf5mNCd9MRc8ug6z9+LbGhwXfPCk2pxiYb1lCgsCzIkA7C0o+GI9q8uTJWrVCtR7VB9OmTXumYSntMImeIpRu0OCU4Sf40LUlnuc5PtBpj7Fr1y5tj0JGiAwCo/dG1c8cy5E0JpxH165d9feHDBHXTmbJkb7mdWz3tIXp1auXDihqW2+WuS6qtnr37g2G4DCJNjHMRk0hBL1luFGtQ+mNrS2N2d7RvUMMCA19GHAsos3RC0k7QUAQiD8I+IY+sE7GUGHNc0+epn50gRy5U2HDsd7w9IrIA0U5v+YpAa8GXeGc5Kn324P7lh8qM8jYvDmL9di05qeV/JAhQ9C3b18df8D2rc86ASkIAjFA4LvvvrO+wVNlQXUI3+yp/uDxsxDf/OkhQ+k+DTGpKsyQIYOWuJh2GhzXvBbVJXv27AGTsvJzTokA3VvJcJMoqYmsn27g4D/Oica2ZcuW1ZIfeo7R7sK8joPD2DUjc0TPm8jogw8+0BIduj6bROlH9erVdXoE2uOYG73YnocBcTUvENV+wYIFVt/+sO0iE+WEbSfHgoAgEH8QSO6ifjBT9MGyBxar94F5Z6O00fiZJpgiZXKULvsadu86oPv3+6Q7Nm3apI31+ENJa3nqoIUEgedFgM8ifpZoAEkiY0t7IkrXmjdvrt26n+UalKhkzpxZe6+Q8TBVKVTzUOJBbxXGvKI6g2EpKH3hPJiihEw1VR30CKG0z9PTU6uHIusXk/lxLNqk0A6Fah5KPhhcjOlRqP55FiKzRONUSjNsVU/mWFRx0a6FRuIkGuvSePfbby1BA8123JMBIQaUiIRVVdm2i6zs1KZNG4PGJVERuTla7ZI4GVr/UhpCsSqtduMTMdIbjYGEEgYCzLKcJ0+eCP3eE8YK4vcsjx++g67NliMwIASbTrZTPvwudhO+EHAQns7JkN4tl119RAdbN+9E1myZkSNntohO48+5S0Bm5PCxPRgwYIB+KDCSIh8OpF07duu3uNJlS4brf+LYBWTJmg5Jk1keLOEaSEW8QYDPAKrSaIxoMgLm5GgbwedJTGJzmH0d2dP4ki6vth4cjvRzpA2lKGQwaIsRVsVB7xgyGGRCqMYwiSoS2jVRUkHvGUf7mf0d3dMVl5IW0/uUZdpnhsXf0fHiQzsa1zokAVm6dGm4+VIM9Kz6tnCDSYUgIAjEOgIPHwSgZrG5elz1UoNebVdh0p/2kogcHpZYHb6GDxYHzUVxl1Io4hJejN3qf+9h4/qt+kVk4T8zULVGxXDzrV67AuhNwLfH999/X1vv0+CNNOTj4fj5hylatz563Bfo3rOztX/39l9h8Z8b9fGmA5ORr0DEDI61gxReWQRMZjYuAGBQTUpCIiIannILS2Q4KB2JjCLrF1n7yOqZE+lpXiQkmhc2h2xAIgKFIiFGTTPD2UbURuoEAUHg5SFw67qv9eJUTf+74Iz12LYQYoSg2KNUGOXfH419ymFN0BLb0zhz+hzWrNpglYL26PzUgn7enL+QOVVBZEqTV3u5bNu2Tcc3YEwBhn426acJkzXzweNPBwwzq3Fw32kr88HKrm2+tJ6TgiAgCCRuBBxiQBiMjCImc6P+iEYpdH2y/ZFJ3FDJ6gSBhIVAngKp0KazRf3Bma/Y28q6gMePfHHssMV9bl/ITrioPz9YGJYJASOs7VjIkDG99Zj64TRpU+vjQ/uPomenz/HQ5w6u3z2j1DzBOoJkROGZ8+XPo9UvjHRqSxkzWcZinbOzk95sz0tZEBAEEi8C9r8GkayToh8aw5gbRVVdunTRel4GTRESBASB+InA2CnVsf5oGxy81QlFX7cE/bpz+wHypW+C6mW6IkcKZc0/+SGCtqeFs/ojNXR7224xSZN64/Dp7ciYKQM6dm6LDduXamlGgzeG4pH/bZXF9jY8XFIie8ZCVh213QDqYNPO1SjxenG83a4lripmxaT0GVNj2WaLIWzj5pWxYtsE85TsBQFBIJEj8FRGGsVCmXGPxjYmUe9FY5iYJMUx+8peEBAEXhwCvj7+mDJhIZhgbtIffXSiuA7Nn6pAgh9mwIgP6DbbCK99H4wOPargLfe21gn6+vohNCRUWfpnwBHFhJj0zehfcdV/pXLgDUBKp3JI6pEK67bMN0+H2/O3Yu2WZeHqWfF6mQK45h+/jNkjnKhUCgKCQKwi4JAEhIFWaPxjbrQE5g8KrZ3NaG2xOisZTBAQBGIFgXwpOuCPaeux4u//8E7jMXrMWg3KW8Y2XOGk7dCd9PHZkSk187Hi72P4YfRmHDtyGgWzV0XujG9i6eI11vkwp8ann72v+6Zzrgkv5+zoP6SzyhdjCeFubSgFQUAQEASiQCBKCQizVNLlitHdwqYaZpQ0qmEYIlbUMFEgLKcEgThG4PyZG0iTLplOGBfRpUKUBIO0YaUlTseHA1rj37924OAe5pqgZNPCgFSolh+TvtmGEf1XwcXVGSNG/sVumjq17Y/9J1fgo359dYAlJuTq9E5fDPpgurIzUfkjBr5lNpW9IBDLCKxQ43GLC2JU3kZxMbCM6QACUTIgPXv21L7HNEJlEhtbYux6MibCfNiiImVB4MUi8MWAWZj07b/6oqv3fYXCxe1dBVt1qIJ5v1lcXHsP+p91ciu3j8fenedx9eI9LFu4FxmyZEDLDuXRpvZvuk1IsGJaXJMry9CH+jgoxA+Vq1TSiawYAInutqRtJ0vqvfwTBOIMAWMvEDolboZ3Tqr4b2FA4gbc6EeNkgE5cuSIHoFJpBh4JiwxaAttQ8IGXwnbTo4FAUEg9hG4cPaGlfng6J2afovtp8fbXejbqT3QqPkbSOLpjjeqPPWIWbJoLVKlToGGLUpj19YHmPrdPkz59hQatcyFJfMPwd3DBYZ/BQR5rYBH0mA8fHABGVxz6bwXzNwZE9q4fjO+GPYl6jWsg/4f94lJV2krCAAhCgRLHMzYR8NNDRnlUzD2LykjPkXAIejJfDAZjW1SHjIejHbIWCAMYSskCAgCLxaBFKme5mNxUi6sD+77RDiBanVL2NU3qd0Ne/87otSrQej2QQdMG+9vPb980WVMnNccp47dRrvur2Hgx9d1yGfG/WGKcXrAxYTOnjmHJvVa6C57/tunc2a8+95TI9eYjCVtX1EEgtW6/eJw7Q49BePw+q/w0A5Bz3wvU6dO1SFoGQKXP0JMUMcsfcJ8vMKfHln6S0UgZaqkWLX3K9Qu+QlqNiiJX/74MNr5HD9yFju3nFBWH3z1C8WkH3+Hl/vbKteTRZJphBpKClJUv2xUr1FJp12YNGmS/q5HO3gEDfbvPajCRXuq3BOWJ8iyJcshDEgEQElV5AiQAXnKI0fe7lnO8Ano+SwdpU9sIBCtFwwlHcx2R+kHw6+XL19e/yj99ddfUWbUi43JyRiCgCAQNQJFXsuBKyFz8dvf/ZVnWsQZbG1HqFamk2I+LEanzlA5LUK9ERJ8DxkyeaNp24I4/qinTjxVunRp0PZr+/btz8x88Lr1G9XVzAcDmJEmTPxW7+WfIOAwAooBMRQDEhcbyNwIvTQEopWAMOkNM1oy4x+jnjLDH+l///ufTjjE9MViiPrS7p9cWBCIEQLFX8+vwp+ftPZxCSir5CAGlu9pg+Qp3dDpvU6YPWcGKlWsjqX/LkKyZMkwdsR0rF6+DX/8M05FQU1p7etI4eTxk9jy31rcv/cAhQoXUP3TONJN2ggCTxGISwlIDBiQgwcPaqa8TJkyT+emSnwwrUBIAABAAElEQVQm8kWdGXFNRtuugRxEikC0EpA0adIgbdq0mD9/vtbfkhkxb8Tjx49BBkRIEBAEXjwC8/0motm9YtgQsDjai4f+MxIhg4tj5pQeum3yFElRKG9NlfgtE5bt7o6Hj2+gdOkyivmYiWSu+XBqtzO2rD+I1k0G4ruvZuDwgdMokv0t+Pg4royf9NNU1KvZGG+UqgxmExXmI9rbJA0iQsBkQKiGie3NQePWGzduoFatWtoUwZwin32MjcXUA82aNdPZgW/dumWelr0DCETLgHCM8ePHg2nuT548iQ8++ADkAJnlj+DnzJnTgctIE0FAEIhNBFYGzMNY3964EHoC/R+rxJBBFlfbiK4RMrUTjIUjgaUnkaZxeVxe9hFOXFuCdQcHY+PxD3Hq/HaULFkSN67fRObkFeDtanHlXfLXJtBmhG933EhXLt2M6BIR1s2fu9Ba37ObeL9YwZBCzBCISwbEAQkIP/vvvvuuiiLsYjfvPn366Oy5tIc8c+aMzorL0BVCjiPgEANSp04d7NmzB/ny5cPAgQO1XnjixIlYs2aN41eSloKAIBBrCBwN3q28By0aVFdlUHom2OIyH+EFLim16VZ1xnSS6dwCxsP7OrstPdmaN2+OKlWqaBfb0EBPeDyxJfloUDuM/t7COHh4uKFgkVzIX9A+zkiE13tSmVapW+iiT7F0cLADv/RRDSbnXl0EXjID8v333ytDai80adLE7h4sWrQIH374oTUMRdOmTbFkyRJr1mi7xnIQIQLR2oDY9jL1W3xb4iYkCAgCLweBDp4DMdt/vGI93FWIhEA0T9It3EQCAoLw8L4v0r7zE0L/qmLnynjh/Hm06qLccZV7/ciRIzFo0CD9Q3ru3r/4Z8FGvFYqv1LPZNfbht3TceHsVdRuUCHcNaKqmD5nMnp26YtyFcrih4nfRdVUzgkCkSPgmh3IOsjuvHFOJS0MfmRXF+2Bswec8vS3a2a4ZXpikm1XbT1gHrQJEybocBNDhgyx1l+/fh2MBk4tgEn58+eHn58fqK7JmjWrWS37KBBwiAGhCGrKlCmg5wvfaH7++Wcdjrlfv35wd4/e8j6K68spQUAQiACBzWuOYM6UDejQsybKVSoQrkUq53TYnvoxjgXvRUHX1+HiZC8efqAYj5KZP4K/XxBqNiyO6XPWwfhfdVwKdseMCk3xXZVq2p2e6RYqVqxoHZ+eNC3b1bIes1CwcC4kTeaBZUvXoGbtKsod37HvPN8at+3ZiOTJVURVIUHgWRF4fBHG0VHP2tumXwCMw/bjOOXva3Pevujr64u2bdti8uTJoC2kLdGmiUQjbZOyZMmii0xfIuQYAg4xIMOGDdOJ51q3bo0ZM2boH66FCxdqmxAGJxISBASB2EPg6MGLaF1rrB5wyfxd+HPDpyqKacFwF3Bzckdxt/Lh6lnRtPIYBPhTdg1sXHkEm3rWQMZ/jqDUa1XgO/d3uLukxJEj/6k4Ppl0m6j+Xbt6HSUKVtVxgOiae/ryf0iZKkVUXeScIBB7CPBjTOPTuCDLVyTCkYcPH47UqVPD399fq1bOK6khX8aXLVuG3Llz6z7Xrl1D3rx5dZkSETLdYhcZIZwRVkZrA0Kvlx9//BEbNmzA4MGD9SDp06fX0hBmw718+XKEA0ulICAIPBsCG1YcUnYYbrqzm7srdmw8HuOBKtYoBKcn3+6goBAYzn5444034Rt8BV6uWZEx5evKHfe0Q+N+NXKClnyS+WBQsX//WY1bN29h2pTfwEinQoJAnCJgMiCx7QHD8aLwgmF4iaRJk+Knn37S29GjRxXTfgS0f8yWLZtmyGl8ahJjZTFNgWmqYNbLPnIEopWAkKvjDw9dcW2JN4AZcqkLE32XLTJSFgSeD4HCJbIo6UWQis5hICgwGO99aK8ScWT0oeNaYM3SA7h94yHe/qAAWrVtgBAjECk9Cmvph79fAF4vWciRoVCnfnXM/n2BbsuIpiXLFEfebIWsEU5Xb1yOsuXtYyM4NLA0EgQcQcBkQBxpG9M2UUhAaBfFzSQanPJZyMjAJBqlfv3116hWrRpCQkLw7bffaldds73so0cgWgkIuUCKm8aMGaNyR1h0WxRDUfrBIGWFCjn2Ixb9VKSFICAI+Pr4o03DzxHq+hCGix/yFkuBFCnt86+E/DgRwZVqwFDuf5GRq6sLNp8YhfYDM2Hk2L76zezkyeMY+vkAVKleBmu2TlfRT5++VPzw3S8qXkdNHD54NNyQ9RvWxPTZP6BJ03pYvm4ejqk3QU/PJNbw6pMn/hquj1QIArGGAKUUDD8TF1sUEpDo5k9JyJ07d5AhQwYdqJP2IFTbCDmOQLQSEA5Fu4+GDRtqMRSDj9HY5t69e/j1119jnJzK8alJS0Hg1UMgJCRUqTtU2Gku3SkYJ49fsgMhZMSXMIZ9oetC8hSGy6XTcIrA4p6W+G3atAGNTPv374/Ro0frOAYffdwB+NhuSIwe8Q3GjR6vKyuXr4vdhzYhd56cdo0avVUH3EgZMqZV1v7+ejy++bV9p7VdWzkQBGIVgZckAQm7BnrD2BLtQ+hFdurUKa2qYbRwoZgh4BADQpdbBiFbvHixTkJHG5DatWsjV65cMbuatBYEBIEoEUiW3Au/zOmPbq2/1nYgyzZ8ZtfeWLfh6bGKr2EcPhKOAdm4cSNoME6JJQ3m6tat+7RPBKXdu/bZ1R47ciIcA2LbIHuObDhx/jDGf/uj8oqpgWo1qtielrIgELsIxBMGJLJFMT6W0LMhEKkKhonnzLwv1G3RGIcuSUOHDkW3bt2E+Xg2vKWXIBAtAo2avYltiypifrslCP69JHwv7Lb2cRn7JXyhvrbK2p7kVLuWCvIVgvUr9uPGtXsYN24catSoob+fjGGwbOEeZPSuiOmT/7KOEbYwauwwXZUkiYdSrXiqBHK1wzYJd5wxU0aMHjcSNWpVC3dOKgSB2ETAUAxIXCSi45hRGaHG5hpkrIgRiFQCwnwvVLF07NhR67Xy5MkT4Qhho8NF2EgqBQFBwGEEgh/fxqNVg/DEEQbnJ7+FwqMu66SQFTt/g7NeJVE0R3qs2jdXcSBOKJa+C/z8H+O632YE4JqOzvjNN9/g077fYt6cZUqd44+P+47CgX2H8f1EC7NhO5mChfLj5IV9OHTwCCpWfkN7vNiel7Ig8FIRCFYKST+tlIz9aTyHDUjsT+bVGzFSBqRTp0465DpjgPj4+OgQ7BHBIwxIRKhInSDgOAL3ds3C/d1zkLnZd/DIUADObp6KsVBSDiNUDeKEkMeWBFfDBk7A+bOX9cAnlbRj/vy1yJg+C27fv4i7xjb6zKBs4VY6dxMb+fsHqroA3Z7/5sxYjK4ftEbhouFFxmnTpVGqlMrWtlIQBOINAvFcBRNvcEqAE4mUAWEwFTPXC/NEUK8sJAgIArGLwN2dv+PK3K560JOjiyNL7/9w+jpQeMAenBv7OrzzVkaOzn/q89lyqLDRtFBVbEVgYBCSp/DGph3/4raxVoVkT4lUTtVRv14D6wRHjuutJCDMlPv07dHS39pECoJA/EfA9IKJi5mKBCQuUHV4zEgZENsRhPmwRUPKgkDsIfDo6HLrYEGGBwoVfR90oaVdx6mrdxSTkdR6vmvPllj+zybs2HYA7/V4C5OnfacNw1u1bIvrR9Kjefsq6Pnx04RZKVImw+FzK1A0F206DHz2ZR8UKpLXOl5MCuvWrMemDZvRp39vpEwpUVBjgp20fU4ERALynADG3+4OMSDxd/oyM0EgfiJwx/+0ijp6D9mSRh2gK32dwXh4YBGc3b0xY2tKuLm5qmyawWBOlhm/LkbPj9paF0jpxd+rf9KZqVu0aIHbt29j3rx5aNmypbVN2ELlsvUB58fafuSzQSPwbqdmyqDcPq5I2D5hj1evXIOmDVvquX0z5nucuXwc6TOkD9tMjgWBuEGADAhjgMQFiQQkLlB1eExhQByGShoKAo4hcPTeUsw63Uw3zpOiFhpl/xrpk4TP5cIGnpmLoeAXF+B7bhtypXBDyI69cHK5rMxGj6mIo4XDXZCJsXr16oWCBQti5cqViN4F0EkzH+ZAd+/cizED8uuk6bo7GSMGINu1czcaNlaMjZAg8CIQYPxLnzi6kOSNiyNgHRvWYTdcx4aTVoKAIGAyH0Hq23X80WqMO/oaho4YiUZV+uHWjXvhAHJLnhF3vKpj7JArcA7NAJegUmjfrjcqVHpdqWKCUaNCa6T1Ko58eYpoF3jG+Ni5c6cDzAfw60xLgDFKT9p3aInsObKGu350FV16dNJNkijmgwHIxPU2OsTkfKwiQCkFGZC42IQBidVbFdPBIpWAiBtuTKGU9oKABYF8KergxIOVdGDRtHV4EZxfvV2XX8vZDidu/AkGHLOlPdtvwNPbFX4+St6s+t2+ZrH96N5xEPbv348H/udw52wgPhk4FKPHfKG7Lv5rJXp1G6ySXznhxMWtKjmWu+2QuvxmpXI4dHoL7ty6i6LFny1tQo1a1bFj7xasX7sBrdq00LFCwl1IKgSBuEJAS0CeGlLH6mUC42jcWJ1k4h0sUgZE3HAT702XlcUNAr/5TsQMv8lolOoNhD6yXIM/b7eP2Bttnj97DcVK2MfVadgiD/q8ux4ursrtVsU9GDPJ4hJ7+/5l3PU7ARcnd6RKUgC1alqimp46cRad3+mnL+Ls4ox+vYbjx8lf4trVG8o+I60Ok26uMlMm5qrIYB4+075IscLgJiQIvHAEGDAsvOAwdqYRV7YlsTO7RD9KpAyIuOEm+nsvC4xFBFYGLME3PiP0iDNC/0IZJeBwNdyQJCAILT/LiGndHmrD0jTpUqDoa7lhnDgJ5M4FJzc33cfT0xUXg7ti24arKFg0NbyTAe+++y4WL52LJC4ZkcL5dTRqWhrVa1XQ7R88eKTTfoeGhqpwIQY2b9yJZo3ew8b1FknLqYvbkSp1ylhcoQwlCLwkBHyVD9ftuLm2odQ6TwSVcXMBGTVKBCK1AbHttW7dOjARD9MO0/iNeWCmTZum9dO27aQsCLyqCJwOPg539UcynN1QNtto1Ev3MbrmX4GR78zFxv2/4MffBmDn8WkIyZ4XIYVLIMQ9GQyVTdMkFyXJqFQjK27fvYCyZcuqQGPzkSVlOaR2LQtnJ1f8u2A/rl62/BKXLvuaSgLXVHf18vLE0C/6WJkPZ5Ujpn+fz81hZS8IJGgEGI/PCImbDYz1J/TSEHCIAfnoo4/w/fffo0KFCujXr582fvviiy/Qs2fPlzZxubAgEJ8QeNezOwLVn5P6C1F/Hb17o1G6oSjoXU1PM1+BbKjfREkvZqvw6ZevWNxiXQujRO6uuHBWRR57QrNnz0aZMmUQEBCAHTt2oHjhN2EYT/XUPo8pj7bQtz8Ox4kLW3Dy0laVPC6HWa3H9vDwsB5LQRBIyAio8DgITR43m5EkISOT8OceqQrGXJqfnx9++eUXnDt3DpkzZzarMWLECJ3watSoUUiTJo21XgqCwKuIQFLnZNif9hLOhpxCTpfcymbDJUIYnHJaGIVWLmWxC6lh+IXijYI9sOf8ZIwcNRw///wzGONj6tSpSJ48OabO+xSl87ynx+o3pDXyFbT3YkmdxqJmKVm6OL7/6Qv0+WAYmrdqhB8nfRnh9aVSEEhoCIQoe+zA5zNhinzJStUZ8Tc18i5yJvYQiJYBuXXrFlKlSmXHfPDyqVOnRrp06XD27FlhQGLvfshI8RiBR8G3cM3/KPJ6V1IqkfDCQzId+VwjjvdhLsupUkU4zfgVNzrPVJINi/Y52His1JtVcO78GTDzdN++fc3myJw1Lc4/WojHj/yQOo16DYyAbt3fg2MXpqFGw9a4/e6xCFpIlSCQcBGgBCQk4o/+cy+KYwu9PASiZUCyZcumRbpLly5Fw4YNrTNdsmQJLly44FAsgjlz5uDtt9/WRnMcgLENNm3ahCtXrmh7kgwZLOxtTOutk5GCIBDHCNwPuoLBJ3Krq5BpMPB94Ydwc362Xy+X9m0xIV8pNK78KYKcruN+6F54B2bGli1btPol7FLc3d0U82ExVg177pHvBSzaZDFMPX5hKhq8sQJZ0lnUPmHbyrEgkBARCFGmVUFKChIX5ObAV/j8+fM4deqUtstKkcLeo41zOnDggFaTFi9e3PqMi4u5JsYxw7/GhVklAxhNnz5dh3vOlSuXZiRKlCiBt956C6NHj1Z5ISK3tH/w4AFmzpyJtm3b2hmsfvjhh6BdCRmYqlWr4vp1iw48pvVhpiqHgkCcITDzcpcnYxtwd/LCgYeLceHwZBzd3E95oSgLuRhS8ZK50ahDJtwO3IH6Depi7969ETIfYYelPcikn6Zh+OAv9Y/e5Vtr4OpiiSnipITJPBYSBBITAqGKAQlWDEhcbBw7KuJzis89Rh/OmjUrWrVqZW1+//59FC5cWD8LmzVrhqJFi4IaAyHHEYhWAsKhGjRooDnAP/74A+QGCxUqpHXUpUuXjvJKY8aMwb59+55k8LQ0vXTpkrbuJ9Ph6uqKO8oLYPny5ahZs2aM6jt27KgHDAwM1GogcyKenp44fvy4eSj7eI4AH6iUhN28eTNezzRjaHkcx1o9x0DDF9c2/ISbV3aqYydcOj4X2SuuUZ/zaPl53Z/r7dOnD44dO6b33bp1w40bN/QWHQjdOvbGkUPHNfOxbOlKTJk9AsEhvkol5IFQIwBJQuvEi8+/aTh78eJF/T2Pbl1yPuEgQNdvEu0CXVzsLSgePXoUru55VxaqnlJBcWQsGhLFE/DEiROYOHEiVq9erZ9PV69eRZ48ebB7927w2cfvcP78+bFo0SL9jGvatKl2zGB+JiHHEIgCfvsBsmTJoj1g7GujPvryS4shnK1F/tGjRzXXSOaDRGZmz5492saE3KSj9SYDEhQUBH5QTOK1bI/NetnHTwQyZswIfrH9/Z96d8THmbrjNeRO1Ry3vfYh/512cL4ySk2T3ikGQgLv4OSxPcqaLXpF9a5duzB+/HgVEyQJRo4cqT//kX1ez528g3VLT6BMxRwoXjaLhuXQgaNWeE6fOovzZ+4hPWbA39gFN+TXx3EXtcl6aYcKmTJlAl84+JIglHgQoJs31eZ8GaXa3JZCQkJinwFR2sfgmOVPtJ1SlOWoJCCXL18GnzN8OSbRFpIb1TFkQMh4mMwHz5MB6dq1q0omGaQSN0asMmU7oacIOMyAPO3yfCW+6THImUl8AK1atUq//cWk3uzv7e2NJk2amIcYO3as/hBYK6QQrxH477//tOqBRs3xn55+zk6mDMbp3aPg7OIBd890qN+0fZTT5w/1sGHD8NVXX2m7p1mzZiFt2rTh+gQGBuHRw8d4/DAQ7zfto8/v2XIR0xb1Q53GpdG1xx5Mnjgd7u7uKFg4v81n/6loONygL6GCb8l8U3zzzTe1N89LmIJcMo4QIEPJ9ACMC+XlZVH/mZeiZJuu5LFJTumzIXnzwXZD3ls9HqH+T8IN252J/MDJ1QOp6w2wa+Cc0sLY21U+OahRowa4+fj44N9//9XMRrJkybRGgOt8+PChfpk2+1IaQq9RPuOorhGKHoEXzoAUK1YMM2bMsM7s7t27KFKkCGJabx1ACoLAS0Agf7lhSJGuBAJ8byBb4ff0DIy9+2DcuwfnGtXtZkSVC3XHjOtBJuSzzz6zU0uaje/fe4gSBWvD18cP5ctUg6eXO/x8A5WMxcBH3b7BkcZz8dU3X6D8m2WVV8xjFYjs2ZiO8+cuaNVnqdIlzUvLXhCItwgEPryIG2tG2s+PtuCe9lXRHwXgephx0tWwpDOIqi/VSlOmTAGll5TY375922rrQYbEJGoJSCLxMxGJfh+t0poBkVasWBFrInIyGrTRuKd+qPlW+Pfff6NkyZKaAYlJffRLkxaCgGMIBCipw30ldYgpZcjdGNmLdoGTswtCfv0NIaVUDpia9RHS3mKfxPEo3aPR9pkzZ7Quefjw4REyH2xb481WiuGwqKJ27dn8hPkIVVYmTnjgdwnLl25gM7zVtCHavft2pOPoRpH827BuI4oVeB1VK9REt/fej6SVVAsC8QcB2mkEKW+VuNiisgExEaCUnnYgfGZRGkLVqekNc+3aNbOZlohQImQrybeelEKECETLgNCYjF4sGzdujHCAmFbSxmPgwIHapYlWwzQabdy4sbb9iEl9TK8r7QWBiBC4dfcBPhw+ER9/NQ2LVm6zNgm5fRmPZn2BwKNP66wnIygYnbtba41ZcxGiRLSMFly3bl3NXNMYmyLrqKhilTKKmeGrnYr6GBqMVj0KI9T9hvrhPYvAID9kzZbJ2v3E8VM4fuyk9djRQqO6/7M2nTNLGZUraYiQIBCfESCTEKiMUONii4oBoTqfhqYm0falXr16+gWa4Slob8gXC5P4Ak1pPtsJOYZAtEjRWO7rr7/WkU83b94Muh7Zbo5chlIU6qxNorstDU/Xr1+PuXPnWt/kYlpvjid7QeBZERjy9e/Wris27saN2/cR6vsIN9/Ni8d/fo07A6rDf9cyaxvbQoDfLexd2QaHN/UGmjRQDjGKeVA/PjeUyqSmintDaQeZar498S0qOhr7/RB4e3spvbonJv82Bl9PGIyylfIiddqkmPz7lyj2WgE9xI/f/4I3Xq+KCiWr4bdfZ0U3rN35xm81VFO0MDk8kfE5s+TaDS4HgkAcIBCqHG3iQvrBMaNiQCpXrgzGsOL3l0Rmg56gVapUUd9Ti+0hn41UudD2g0EEa9WqFQcIJN4hFW8ZPfXo0UPnpuANCUumu13Y+uiOGWaaW1iKaX3Y/nIsCDiCwNX71zFn50KkzR+CO6dclFurpZdXEncEHlDuth5KwRzgpyt9l01BkrL17YYNDQnC2uk0NCMPrzLS9u6MQn41sNHnEdqeOo6QI0e0e3mdOnXs+kV14OHhjjNXt9o1+WfVVLtjHgz7dIS17qOeH6NDp3bW4+gKv83+FVWU+sVdWemzzBcMIUEgPiNAJuFluOGWK1dOMxRMvpo+fXodKoDxr4YOHarhoosuPWToEcTnIHOl8aVDyHEEHGJAGG79WRkNx6ciLQWBF4PAI//HGPr3aOvFnFOlQYqATOjRviGSJfVCaNE3LcwHwyQGBSBp8/CGan6PTdWFJSbCpWPTsKz6cAwePBjly5fXb0pxZQmfL38e0AWXFNPvJd0Dt/230bp2KQgC8R2BECUBCXgqQI/V6UYlAWEQTnr0UMrBeDbZs2cHXctNouceAwjSLTdp0qR258w2so8aAYcYENskdFEPJ2cFgfiPwMW7l+Hm4oqgkGA92Qx5XDHyf12sE3dOlhoZF96Fz7LJcC9QBu5FFEMShrxT5EWytK/h0e0DePDYwOQl+bFhyydaZzxu3DhrPJsw3WLlcO3W5ShfogpeK1Hs/+2dBXxUxxPHfxdPSIIEd3d3twKF0kIp7lIoFHdpS4tTKv8CpUix4g6BQpFS3J1gwd3jrnf/nQ13uUvukotccpfM8Dnuyb59u99N8ubNzs5g8Yr5qVInV8IEzJUAKQnk/2EKiTLiCUhKh7biEbcdpUqVinuI940kYAT+mLcsWoa0c+dO6a9BGTtpLmzcuHE6vh1G3pOLMYF0JVA2bykROZQiOMYoIIOb9I3XHoWDE5w/xOGId/LDgUZdLmDP1tkYP2shQsOeY/fu3dKh2lD51Dru7JwFNx9cSq3quB4mYNYEyAISYWuaJlLdLOlHwCgFhGIXkCmqe/fuMoYHOeDs2LED9+7dk3li0q/5fGcmkHQC1mLZ7B895+H6i1vInzUvcrvGDwhmTK0U0XT8+GmoVq2aTCPAy++MocZlmEDSCJCVIjwdLSBJay2XTgqBRBUQimi4aNEimfGPIjdSEDFyyCFrSMmSJeXqGFPNdSelI1yWCSSFAM3vVi1UMSmXaMrSKrC+fftiz549GDJkiAytrr3KS1OQN5gAE0gxAekDItyxTCHGTMGY4r5cZwyBRJfhUrhZWkYbN2w0rYOmpYXqTLYMlAmYC4Er4Rcw0Ksb1gYuT3KTlv5vD5pXHYM7N9ROprpVUHhxsngcO3ZMWj3IE56VD11GvMcEUpNAlJgmCRNOqKb4UN0s6UcgUQUkW7ZsKF68OCizrTrELHne05QMhVGn0LQsTMBcCDyPeoKvvHvgWsQlLAycB/fgrUY37ZfpmzFz0lrcvfUcLaqPw+MHr3WuXbp0qcxtQlEQKY5N586ddc6bww4lwqJlg2ThWbEi/hJec2gjt4EJJIWAnIIRFpBwE3zYApKUkUj9sokqIHRLmnYhJ1Sacnn//j0o5v2gQYPw559/yoAsqd8srpEJ6CcQJVauzHZfgIHLx8P90oF4hW5EXIODIjZJxI+B36OsTy5ciDgTr2zcA5fPxkYWFc9v3Lv9XBahXBBdunQBxcOhqMCU04V+F8xRGjZsiP/+E3FMhNDvqIeHhzk2k9vEBIwmQFaKUGEBMcUnki0gRo+DKQom6gNCN6VcLeRwSl7+FBOEfEDoLatYsWKmaBPXyQQMEvh531I8ef9Cnt979TAqFSqLEnmKaso3d2yN7/3Gi/BgViI8mBL+tj7yXL+gL3Ah+wM4K5w1ZeNuTPu1n5h+GQt7B1sZTrnVZ7Wk7xNZOl69eoV169ahVy/jg37FrT8t9uNGXCXliYUJWDIBUhJC2QfEkofQYNuNUkAoAQ/FxaekdGQBoYAs5Jw6cOBAUGAjFiaQVgTyZM2JR++Ef8aHyKUfvjS3d1A44Hy+u7gccR7fh4xFkMpfnlMiWlPG0EaZCoXh8Wolbl1/gnpNKmDNmjXS6kFTkBcvXrSI6cbVq1fDzc1NdnHEiBFyyshQf/k4E7AEApHiKRViIgUkwqgnoCVQssw2GoW/d+/eoGRalFK8cuXKuHbtGn799VecPn0a69evt8yec6stisDtd3fgHeKDHvU74My9mBgYn1ZrgZJa1g91h6xFjI/a9vWxwmYLWvjXhIPI273YeV0864dKTOcELhiN8GPbkePPc7DOWxRuubKiRr2S+PLLAdLiQUvPyZeCslxaglB0RsoyTZYP8t9iYQKWTiBSOAqEmOg9l+pmST8CiSog/v7+cHd3ByWia9AgJiJkjx495Fw4Tc1QAh6akmFhAqYi8N/Do1h7bYOs3v3O31gx6BejblXQugg8c7w3WNZnYC1EP7srrClKePcoi5x/v4Pn0xfSuZSmGsnviax8libW1tasfFjaoHF7DRIgK0WQiSwg4Yk+AQ02i0+kAoFE8ZM3PaUdLlu2rM7tqlSpgly5coG87lmYgCkJbL4Ru5LFK8QL74PfI1eWXCm+pUpkvSXlQy0bV/6JId9MA6UeOH/+vLT2qc/xNxNgAulDIEL4gATZxZ1sTZ22RFibpt7UaV3GryVRAxRlpyXP/8mTJ0sHVEJCSgfluyALCK2IYWECpiTQtFgTWb2VIubH1c0pxschpfd0nbpWVhGmssJ433zoPWoC2rZtK5fY0lQjCxNgAulPIEwoIH7CAmKKT2iir+Dp3/+M3AKD+CdOnCiX31LnaU7Z29tbzoXT2+G7d+/ksSJFimRkNtw3MyHQs0o3ONs5wy/MD50qfCHyuOjqzRHRQTj0ZJLwS1Xh0+J/yBgYxjTdrmJ9+Mw9jK59+8Pz8TPMnz8fo0aNMuZSLsMEmEAaEQgRCoiXiXxAgkXdLOlHwKACMnjwYLRv3z79WsZ3ZgJaBNqX+1RrL3aTguLNPe8GBayF+hGN8Ch/dCoT4y8SW0r/1rZt24Sz6Zcyyi85VNesWVN/QT7KBJhAuhFQwh6RcDXJ/ZXCRZ0l/QgYVEBKlCgB+qjFy8tLxgKJjk58OaP6Gv5mAqlBYPe+yzhy4jbat62B5o3L61QZFu0n90n5ILnlvR2dkLACQhF9J02aJC0epGT/9ddf7LQp6fF/TMD8CNhHOsI1NIdJGmZvI1a3xcYt1HsPsvhT5GNKwkovKXFXxF2/fh30IkTTtlZWutZZvRXyQQ0BgwqIpoTYGDlyJH7//Xe9MT/U4dm1y/M2E0gtAsdO3sG+g9dkdZu3n0UONztcz/4jnoVdxcSiJ+Bokx0ls7XCA79DskzzQtMTvPWTJ0/kKhdaSv7jjz9KRSTBC5Jx0tvLF8MHfyOWwgZh175Ven9vklEtX8IEMiUB2yg7OIUaDiCYEih2DiLEagJCK+Eonk6lSpVw9+5dufDi+PHjoASslJSyfv36CA0NlYoHLdagc7Q4g8U4AomqaxSEbPHixTh06JDMBUMKh/bHuNtwKSaQPAJe3oGwto75MaXw6EtuD8E5/414FX4bMx5Vk5X2LP83upTZjD7lD6BRockGb0TZaymRHCVQpD8UZAVJbSF/qTJFGuDwwRO4cPYK+nQbmdq34PqYQKYiYBNpC4dQJ5N8qG5DEhISgqFDh8owFBSI8O3bt3BxcdHkWBo9ejRKly4tF2c8fPhQrhQdPny4oer4uB4CiSogNjY2MtsnLbtlYQJpSeB48CZsqvAxoqNjlsqqbIOhqHBK+nqoRJh170gREfWDlHPrgGLZmql3db5JKaBVXDTdUrduXRlIj95cTCEB/kGyWjLJKpUq/HvguCluw3UygUxDwFpkjLMPdTTJJyEFhKZdsmfPjtatW0vWjo6O+Pjjj3HkyBG5v2vXLjk7QKEqSL744gv8/fffHJpC0jDuv0SnYMisNHbsWOmsN2zYMJQqVUqnZm0/EZ0TvMMEUkDgXdRTzPfuB3vhpW7/5TCoAnPC2tUHRRwb4F7YKVGzAh/lGJHoHV68eCEj+FJcj+nTp2Pq1KlGr5JJtHI9BXK4ZUPPvh2xYc0OeXbh0ll6SvEhJsAEjCVgH+2I3ErdcA9+Eb5y1ZuxdajLZbfT9SWxjzYc4bhRo0Zyxaf6WpoN2LFjB8jyQVbUgIAAlC8f65NG1hCajiFLCU3RsCROIFEFhKqgN8i9e/fKT9wq6U2PhQmkNgGFUDA0YqWCVVaKaGolfNYd8E3Rc4hSRaC4Ux1NEX0blLuI0giQFe/w4cNo2rSpvmKpfmzB4pno1rM9XF1dUKFSmQTr37ljF44dPY4Zs6axI2yCpPhkZiXgqsiG2i71dLp/+s0phEeH6xxLbMdaYYPabrr1ZLfSVUgM1UGRwGnFHIWe6Nu3L27fvi2L0pSMWtQxsdgvUk0k8e9EFRDS6BYuXChjgnz66afyj3ni1XIJJpAyArlsCmNojiVY7PM1VPauUIQHoJBjNQwu6g5rheF5W7orrdSaOXMmZsyYgWbNmmHjxo3IkydPyhqUxKvrNUh8Se+K5SsxdPBw4eNijaWLl+GN10tQLhcWJsAEYgkEBAfhxIMzsQfklhVsElu+EucK2o1bT9tSCedLopxK5Nexb98++ffk66+/lhbUrFmzytpfv36NkiVLym2yiNAKmaJFi8p9/i9xAokqIJTtlpYftWnTRs6HJV4ll2ACqUOgpfMA0IckfMcKRB7ZDcUPwhKSO7/BG5BplBLInThxQvp9zJo1y2yXxq39a53sBylM9Ht2/ZoHmjVvarBvfIIJZEYCVsIHxDrMNPE6rBJwQqXfy08++UQqFXfu3NFZ3VKoUCGZooScT9UKiKenJypUqGC2f2/M8WcnUQWEzNcUFZX8QKZNm4Z8+fLpzKE7OJjmB8McYXGb0odA6PK5CF8yXd48oHVx2Hf4ClFblsOmTWc4/rxW06ijR49K5UOpVGL//v1o1aqV5pw5bkyaMhEd2nWUf+DI475R44bm2ExuExNIVwIKUyogom5DQn5jHh4eMhErTau8fPlSFqWXBUrASk7tv/zyi7SykrJCiVlbtmxpqDo+roeAYfpahclxLzw8XKYn1zosN9kHJC4R3k9tAlGn9sdWKTzOI7f8CYVwPYr6Zxsi630Emw59ZEyP7777Tq7L37x5s0XkKGr76Sc4f/kszp05h569e/D0Zuwo8xYT0BAgBUQRZqJ0uAkoIKdOnZKOpnFXgFLAMQo+tmTJErRo0UJO79JzkFbW0Us6i/EEjFJAyOGGFQ3joXLJ1CXgOHIWggYJa4aD8FgPCwFs7SCC0YiFMAq8u38HX4rpQYpTM2bMGMybN8+iHuTVqlUVsUmqpi4wro0JZCACpIBYhZrG0q6INPwIJMs/fQwJ+WtduXIF9+/fh7Ozs5wdMFSWj+snYJi+VvnixYtr7fEmE0h9Avt23ISPVwh6D64dr3KbGo3h4n4T0bcvw6ZRWwS3LC0UEB+cc3RD/9/Xg6Yvdu/ejc8++yzetXyACTABCycQaQ1FqGksIAkpIMZSixuawtjruByEI7ERQqtgaCmuPiHfEBYmkBICP317FOuXXpFVrF54Fkduxc9Ia124JOhD4nz6JX6bOxuTfpiO6tWrY+vWrXJ5nDzJ/zEBJpCxCESLx1S4aSwgSGAKJmNBNM/eGKWAkHk7MjJS9oCcccjzlwI8UVQ4VkDMc2DNoVWR0ZH44dgMvAh4gbal2qBrxS56m6VWPujkvdvv4OsTguw59AcI8vX1levwKeIghUn+7bffZKRevRXzQSbABCyfgLCAIFRMu5pCEpiCMcXtuE5dAkYpIBSELK5QKvNVq1bFPcz7TEBDYO6peXgZEOM5vu/+flTPVw2l3Eppzqs3OvevjG2rPYRrhzUiI6INKh+Uj6FLly7w8fEB/fx16tRJXYXZf3tcu41hX01EseJFsGbTIp2VZGbfeG4gE0hPAtG2UIUnkrI2me1TkXWFJd0IJJt+586d5Ruol5cXcubMmW4d4BubL4F8zvnwyOexVshkreimWs2e+ktLlKtYAIEB4Rg2ubHWmdhNSohITqYU+vjff//VrL2PLWG+W+/eeqF5g89lA+/cuocfvp2HGXMMJ80z355wy5hA2hNQCQuIii0gaQ8+De5olAJCS3C1V8FQnAWad/f29raoFQdpwJNvoUWgT5VeOPnslDzSuXxHYf0oqXVWd/OrsfpjYFB0QQqBvH37dvm9aNEiWFrsmYcPHstAY+ppzG2bdrMCojv8vMcEDBIgK0W0iSwgSvYBMcg9LU4YpYBQ2FlSQrSFApRNmDCB81doQ+FtSSBMGYSFzz7Dw9AzmNJyP8o5N08WmWvXroEsbRTueP369ejZs2ey6knvi+o1qIUy5Uripscd2ZTd+2MioKZ3u/j+TMASCJAFRGkiC4iKfUDS9UfAKAXk6tWrOhYQSj9crFgxi3sTTVfSmejmE+4VRoRKxOsQMv95G/xU6imy2uRNEgHyL6Lsy5RtmXw/ypUrl6Trza3wsbO7cf7sZRQtVhh58uYyt+Zxe5iA2RJQCSuF0kSByKhulvQjYJD+li1bZAbRxJq2fPnyxIrw+UxGILddCbwI99D0OlIZqtlObINSXg8ePBgbNmyQFo8///xThipP7DpLOF+nXg1LaCa3kQmYFQGaJokKNY0TqpItIOk61gYVEPLzMBT7g+bl3d3dZdIdVkDSdfzM8uZfF9yGbx/GpKHvkGsWctoVM6qdt27dklMuT548wcqVKzFgQEwiOqMu5kJMgAlkSAJSAQk3TSCyaLaApOvPjEEFhDKK0ieu7NixAyNHjkStWrVAb6csTCAugZx2RbGoTADClYFwtskJ5f6DgFBordq2iVtUs08Wj6+++goFCxbEuXPnQPkWWJgAE2AC0cJKERFsmkBk0RG2DDgdCRhUQOK26enTpxg+fDiOHz+O2bNny/l5KyuruMV4nwlgsedCHH37H3La58KCtcJ0unQFhBMRrL7sB5sVS3UIhYWFYdSoUdLJtGvXriCLmouLi04Z3mECTCDzElAKJ9SoENMEIqO6WdKPQKIKCE3DzJ8/X2b5++ijj0CJ6egtlSXzEHga+AQb7q5DuRzl0aF4xwQ7fvrdSal8UCGfcC9gyQFNeeXKvwAtBeTevXtymuXZs2egcP8jRozQlOUNJsAEmAARiIqwQViwaXxAotgCkq4/ZAkqIOfPn5cOge/evcOaNWvQsWPCD5907Qnf3CQE/MJ9MfnsBFn3DR8POFg7oE2RtgbvpYyOgEKlhEphBaX4flm7EApcfAFYizcNYQVRC8WRGThwoLR27N+/H82bJ2+prro+/mYCTCBjEogKFwqIv2l8QCLD2AKSnj81BhWQpUuXymkWijxJUSizZcuGY8eOxWtr06ZN4x3jAxmHwKOAR7CzskOEMkJ26tTrkwkqIOWigYLBPkCgLYZuvQTH7FFQ9egM63wFYD1zGiiXEMWPIYvH559/Lq0eVataVjp6ctBes2qDyEFji559umWcweaeMAEzJBARZoNgf9NYQCJC2QckPYfcoAJy//59ucrF09NTrkww1Eh1dEdD5/m4ZROo7FYFUcooKMQ/lfg3tOJwnQ7t3f4INzxeY8L39URUXCtkzV0LLR9eQrV/YsOuB+V9Dbef1+Hx48fyZ8nDwwM//fSTVEQoxoelSZ1qTfDsyTOhTEXiwrnLWLD4Z0vrAreXCVgMgXCRtN0fprGAhBmXEN5iWFlaQw0qIL/++ivow5K5CdhY2WBdy024+v4KCjkXQm6nPBogC+dcwbxvhQJhE41FM2/iTmh3uDq4okX3B/D+JzbpXOTNU9i9ezf69esnp1zIkblevXqaeixt48G9h5omr129gRUQDQ3eYAKpTyAI1nhrIgUkCMYtpKCcZxQeoGbNmvE6eP36dRmok1bu8cKMeHgSPGBQAUnwKj6ZqQhYCX+OGrnj/+ItXXA5hkNUzDzq/67NxLS6P8M2VyG4fP0/BC4Zi0iVAguK9cCvYrqlTZs2WLduHdzc3CyaX9VqlXHtqodwa7FG/YZ1Lbov3HgmYO4EohGNcMRMAad2W6NAUzCJT8OMHTsW5At54ECsU72fnx/q16+P0NBQqXjY29vLVaK5cnGkY2PHyaD6N3HiRGzatAnR0WJSPwGhVTIbN24ElWexbALhkRF46/fe6E50HJtdllXYx/xxcC7lp7nWqWUPhA39HV38KmL+ijWYOXMm9u3bZ/HKB3Xw6JkD+Ob7ifh5/hzsObBN02feYAJMIPUJ2Ar1wwkBJvnYiboTEkp+WadOHRkmIG650aNHo3Tp0nj06BEePnyIsmXLylAVccvxvmECBi0gkyZNwuTJkzFlyhR8+umnKFWqlEyBnj9/fjx//hx3794F+YdQavS2bdvixx9/NHwXPmP2BPxDAjFu7UzZzsqFy2LkJwMSbfPMSZ0QWWgeDt04ibZDs2Bsjk3yGlV4CPa1z42+J6OEA6sKh/92R9M27ROtL60LzJ4+D7//thhdhZPsgsW/JOn2E6aMTlJ5LswEmEDyCCiE9cMaQcm7OJGrFNL64WywFOWiotV6OXLk0MmHRhfs2rVLfig3GskXX3whgymSX6StbeJWFXlRJv/PoAJCZnIKCkVKBi3BPXTokPQJIeWDTM/VqlVDs2bNpAJSpkyZTI7R8rs/a8dCTSduvbiHu68eokz+EvLYm4hXeBz2ELVd6sNaETPdoi78Y49J+BGT1LvSYjatd1vMOhyJ5vmssK6ZC/JGeYrz5qWAuO/Yg5/n/ibbvWbVetStXxvde3XR9IM3mAATMA8CefMq0W+QrhPqjo2+CAlWJqmBtnYKdOubQ+eagoViQwPonPiwQ9PGJGTloKSsannz5g0oJQmtElULWUNoOubt27ccK0sNJZFvgwqI+joyK82dO1e9i5CQELH80E6seEj0Us01vGH+BKoVq4Cjt85KLT9aLDPNniWbbPSr8Jf48l438QZiLWZio+Fe4TDsrXT/GKh79/r1axm+/8SJE5hS2RrTq9nASiHigpRroi5iNt8vX76GvYM9wsPChUJthUcPH5tN27ghTIAJxBLw8w7F4X1vYg+IrfDQCCPdR2Mvi46EqEfXlyRPnlin+tiSiW9RZHAS7ajNBQoUkMco1ACLcQQS1SK2b98Oyv9CwMPDw6XGR96+FDiqRg3O7mkcZvMt9T7oJoIi3qBr/c/g+fIhgsKCMaBZV+TOGuMoOv/lPNl4Uj7sFQ64GHgWDbM2jdehI0eOoEePHiLlixIHDx7ER9kCoTq4EIpWI6AomfqOmpcveuDKJQ/07NtRZMtNeoyAQUP6Y9a0mGlDinEzZWpMsLV4HeMDTIAJpCuBqMhweL0SsYW0xKDzolaZeJvC2OH1SvdoZHhW3QNG7mXNGnMdvXSVLFlSXkUWEScnJxQtWtTIWrhYggrIsGHDsGXLFjRo0EB+SMPz9/fHlStXMGvWLOlYSInpWCyTwN13O+F+OybhYIkcbTCjq3u8jjTN2gI3gmNMj+GqMJR1qqBThhQOspB9//338mdk8+bNID8hKbW+0CmbWjtXL99A66bdYWdvh2/Gz4Xn01NwyxnjEGvsPciK99rnMV6/eoM8eXPz8jljwXE5JpDmBITpAiEmuivVnXQpVKgQaNULOZ+qFRByV6hQoQL/LUkCToMKyIsXL0AZSsnZVJ+Z6ubNmzKWw6BBg+DomPQ30CS0kYuaiMDOWz3gGd0EYXDBs/dP0DLsKbI6FEFQkBLz5wWiaHEb9OrfDhGqcFwOvIC+eQcip23sErP379+jV69e0g9o3LhxUhFJi6m5hf9bKYlEhEeInz0HnD55Ae06fJwsSvny503WdXwRE2ACaUNAgUgRBjHYJDcjB9fkSJYsWdC+fXv88ssv0heSVov+73//Q8uWLZNTXaa9xqACQppd8eLF9SofRKtixYogMxQlFKtSpUqmBWipHb8fdAKvHWqIJE8xHuBeqiJ4FuyLCnaFUcDllfDzgYj0Cbx4FoXJP3RGO7uP4Dfpc7z1vAC31Tdx7vEbdOvWTTpd7dmzR66USisW3Xt1wF73f2FjayPuH4bGTVN/iiet+sL3YQJMIDECpICYxgKSXAWEWrxkyRK0aNFCPiNVIs8VxQSZNm1aYp3h81oEDCogdevWlaGz169fL+f2tSO8Eew//vhDTsdoewFr1cubZkzgyPv5cH8jVq4I3SObrRv8/CgqqQI2IueLx50XclvtR7V4fpBQQLLifaeYaRUa+1ktKmLW/SgZFZCm6IoUKZKmvW3Vpgn2Hl6Hfw+cQJ8BnZEte/LmcdO00XwzJsAEkkWAlARTWUDEa5ZRbdJeiKG+gJbmkjsCpS1xdnZGvnz51Kf420gCBhUQmt+iAGNffvklxowZI4OsuLq64tWrV3JJEj2I3N3deb2zkaDNqZhUPj40yN7eGwqxUqVb8f4okCU7ZgcWh63jdUSF20OltMaE71xlSUW2XPB9/w4jbkbhXy8lhn01CL8t+iPdxr9OveqgDwsTYAIZnUCU6GCoiTqZPB8Q7cZQjCyW5BEwqIBQdbQG+s6dOzh37pycaqFY+BQVjtY7U3Ay0vpYLIPA3WdP4OKUBflz5kJhl2Z4FnhUvFVYifRySmxsvlssl7XCrifDxZJUYOCxSri9bRCaV/oYI/p8Jjv4oMssdO3dD/7ib8GG74ahx8xFltFxbiUTYAIWTsD8nFAtHKjZND9BBYRaSX4eH3/8sfyYTau5IUki8Ofunbh69w6Uwmr1SdsacHd4gQK2zlBaR2Nkgc1S+aAKy2T9GBfeLxcWEaBCl+XoXWmMvA+FI6ZcCBXKVcaRv5ajVLXaSbo/F2YCTIAJJJ8AKSDmawFJfr/4ykQVEEZk2QQCgoNw2fO2phOrAhYiZ0huhCryIdj1LW4qb6MRWsvz5bN/hl4lt8Lz9kq06X4GQf7l8UXpSth16TJotdPvv/8ul55pKuMNJsAEmIDJCZj3FIzJu5+Bb8AKSAYeXOqao70DrK2sQNFNo51CobKNEtMuMeHUs/tmQ69SAxHh9RjK8GA4FKiICtnbo0TbrrgWrUSPkEi8E8rH+sWL0fPrrzM4Ke4eE2AC5khAJZbhqtgCYo5Dk+I2GVRALl26hO+++y7RG2inJ060MBcwOYETF69jw97D8j4/jR+MrC7O+Hn4GHSpfx9+j3PBys0H2daPgcJGhdzhvlB5HMXDP7vI8m6tJyN3u+lYXbAYxtzyRAkrBU4726Byl84mbzffgAkwASagl4BCWECswvSeSvFBK7KusKQXAYMKCIWTpQBk69atk/4fVatWTa828n2NJODtF6BRPuiSJZv3YPKgHji8RSWVDzpmFZANtlsboWKrlRiU8xu8/KB80Llnf8/FqPU3sVkoHz1srfB7Hjdk3bgNCrecdJqFCTABJpD2BKyF1dbWND4gKquUr4JJeyAZ544GFZCcOXPKLLgUXrZDhw4yzXDG6XbG7ImNSKqmljflLuN8/cOwDb2FCg7fivDAEHlagKhIK7TP0Qu9RswWRUfiefOsCLUNxH3vKIw+GIXXYf9g1apV6N+/v7oq/mYCTIAJpBsBFYQCogg3yf1VZF1hSTcCsU8sA03o3bs3KO49i/kToOmWIV3bwT/fU9xtvR1hrn5YHv4znhf+DI3axmSwbdXZAd03N0CEn/ArF6tdcpzyx94Hdui6UwnbnCVw4cIFVj7Mf6i5hUwg8xAQSoJKIfzXTPARr2SZh6MZ9tSgBUTd1uHDh6s3U+3bz88P//zzDyhvSKtWrUDZSEmioqJAqdxfvnwpj6tz0Bg6nmoNstCK/PxC8ftvZ/H4kS/OHMiPz0dHovHYR2hVvCg8wxxFjpdQWEUDVyNOYnzr4ZizbiOU164iYpsPokUKlFClCuNeRmHdnQC0LG+FHzqHoGKF8pJGeHgU5n37D14988OijT3FWMU4rlooKm42E2ACFktAKAkmsoCALSDp+lORqAJCrfvpp59EgrKgeA2laKmUE4aCk+XNa1xSL0ra07RpUxm+m3LIjBo1Sia8oyirlFn3zJkz6NSpkyxz9OhRWa+h4/EalMkOjB3xj+yxCO+BSg1e49zAbrjk64hI61CE2wvzhhARzBS9DwN+UTvw5vJy5LauKY/fD1Wi15so3I9UYVoJa3zSwVrmW/C5uRNulTujtPM3MdcLJeVNkyVwP536iqi8Af/HBJgAE0iAgArRYhWMcSHTE6hG7ymqmyX9CBilgJAfyOrVq1GmTBlQjhhKVEeKAgUoO378OAYOHIi9e/dKRSSxrty4cUM6t+7evVsWpUirtJKmXr162Lp1K968eSMtI97e3ti/f79M9qPvuNpHgawjlJVVLTLN+uvX6t1M8U2Bw1xcVHgbboMo+1DYqewxLnQC8h87hBy3LsAuSuSTFCP9cN9w+DWcg1MftcGYne5wFIanqpttcLKyFYoIXabC41AEW+VEhOAXHSUcRj7IpTNP8NqETH19fREebpo5XnUf+DttCVCqBhL6PQ4ONk0m07TtEd9NTYD+5pLQ3136e6st9LusoD9IqSjkp6FUmGYVDC3xZUk/AkYpIBSCfdmyZTqOqDt37sTChQtx7NgxuVJm+vTpclolsa7QapqDBw/i+fPnOHnypAzzvmDBApBiQont1Oncy5Urh8uXLyN//vx6j6sVkNDQUBw5ckRzWxcXF519zYkMtPHK8QUcoh1QvnJu3PaI+QNw/VkgXOzFHwbxdz9SvC28PSbCrEf1F8tuc8PF/6BY/hKFiCgVJn03G3vO+spEclnWX4eNa8wfi82tgCF7R+De9VeC1Cs0bJ0Lpw7EKHZ1mruZjGmJEiVw8+ZNvRa2DDRkma4r9BAqWbIkrl69KjMmZzoAGbjD1iJfA2VKJ3+xCHXWSq3+xlVKtE4lb1OlhEplKkUh9kUreY3jq1JCIFEFhB7wp0+flhYO7RvRypgBAwYgLCwMrVu3xjffxJjstcsktE1WlO3bt4s3dxdp9Xj79i2KFi2quYSmdA4dOgRDx9UF6fru3burd/HLL79g/Pjxmv2MtjHt5re4G3gHUaoofNVgGAZ82QRBqgBE+Doh0qUKDkauxoPdzngRFYzH0XdQt8N0BKzdh1d+Vpi6ORwP3wfi559/lqHVu7wrtBZZzAAAKwJJREFUAj/VOzH1okCUiAvSbvBPGlyE9Pihe3K/SavSmuOpvUFKZoMGDUCZJVkyDgGlWHJFmUKbN28Oml5lyTgESOnw8PCQucKcnJx0OkYW7E2bNukcS+mOaadgYqw5KW0jX588AokqII6OjvLhQJlve/ToobkLOZHSWw75gdBUCfmCGCOPHz9GZGSk9PEgX5DZs2eDco2MGDECa9eu1VTh4+ODChUqoFKlSnqPawqKDSsr3cU8cfe1y1rytr9YunIr4IamC2uerMCtKpexIux3IDtwwuEGPgsch7nhYv+DbLm4H9UrbMCX/fqIvD55hdVpp5xGo9Mrc19Dz3clUcWuCaZkWxOPY7PWZdXVmPSbxiujjplJwVlA5Ty2FjBISWyi+ndV39iqzyWxygSLq1TRIoSAaSwgKmFdYUk/ArpPbgPtoOkX8vMgZ1NSQqpVq4Z27dph1qxZcsXKl19+Kc8buFznMPkSkLKhnkekFTE0LUOKBvma0BwinSOFp3r16gaP61SaSXbsrRxhb+UgLRbikQ0HF/sY5eND/8cHDkGerLk0NJRR0biy4xQ6duqMRo2b4brHTY3yQYWyWrlhb15fzM7hDmerrJrreIMJMAEmYD4EYqZgaBomtT8Qyg1L+hFI1AJCTSNl4+7du9i2bRuePn0qfTJIKaldu7Z0MCNHUvWS2cS6Qs6mBQsWlIoFmd3p8+2330rfj4kTJ8o6aY5RreSQlUXf8cTuk9HOh0WGY+z66XCMLgz7kl5oUbQF6hasi8/8/5NdVQiF5J3yDZwdnPBLz+8xd+N87FmyGfdv35NWpilTpqS6c1hGY8z9YQJMwPwI0HSe+oU1tVtHObJY0o+AUQoINY+CkVFK9riSJUsW0MdYIYVi5cqV0umQfqjUMUDoelpu269fP6nU5MuXT1OloeOaAplgY/7+5YiMihDWDyvYPcyHCsVqoIRNafyUZTE89/VFlReRcM5VCKruKpw5dgorJy+U02PkoNu4ceNMQIi7yASYQEYkEC2ChUWKqEamECWvgjEFVqPrNEoBodgdf/zxB3bt2iWXYxYuXBjdunVDnz59NKtWjL7jh4LOzs56LyGHNX1Oa4aO660kAx4slbc4Hr57Kla5CJcsZTSyOrnIXla5+x72QvkgCXh/CyMHtcUfqw7go48+woYNG5A7d2557uUzL0wfvwGVqhXFiCnt5TH+jwkwASZg7gSqVKmEPv16maSZNWpWN0m9XKlxBIxSQMjy8ffff8vVJrRS5dq1a5gxY4ZchrV06VLj7sSlUkSgQ83WuBQyG9Gul5Bb0QDvVIeQPbwVrKztobCyhZdvBOasDcXNRwcwdepU/PDDDxrHzuCgMNQuOkref9/2CyKqoAIjJrdLUXv4YibABJhAWhD4rN1noA9LxiOQqAJCy3BJyaDVKxSTQy0zZ85EsWLFpH+Bm5ub+jB/m4jAee/lUvmg6t8pT2P3swtQCqesYeVOw/NtUUxdcAsKazuxdHmfDN6m3Yw7N57Dzt4GESK8Osn6Zf+xAqINiLeZABNgAkwgzQkkugqGot1lz55dR/mgVpLzaK5cufDo0aM0b3RmvGGEMgTWCruYrovYYdFi7pJWkE36YQRGzb2DytUb4+btx/GUD7qgaq3isBaZcsn/huS31YPlN//HBJgAE2ACTCC9CCSqgJDzKXkhU6h1baEpGVoRU6pUKe3DvG0iAg1zj4CD9YelsiLaabi3AttGRGLT/87JwGvkbKptodJuBiWSux+4CovWD8XBK7NRv2lMwjntMurtf/4+hnHD5+D9Ox/1If5mAkyACTABJpDqBBKdgqG3ZsoD07lzZ7nUlmKBULwOCp0+b948nVUsqd66TFShKsAf0dcuwLpWAygcnfC/kG+xKXwpxjnOQTeHwcL6YYPvKz2H383dOHXvBXoOFrFUIoA+c8Vx4aNDS5cTEhrHz7vXT6gIdm49iK/7T5W+I+tXu8PjwT/Iky9ngtfwSSbABJgAE2ACySGQqAJClbZt2xb379/H5s2bQXlhKE8L+YXQ1AxLygmoRCK2kCp5AHsHYdoIw5aL32CF9c+y4hmhI1DEuhTq2TbHgxmVsPTfB5h/NhwFy1qh2w/WcMtrj8svl6JxsR9S3JAdWw7IOsjiZW9vh+tX76BVvkYprpcrYAJMgAkwASYQl4BRCghdVKBAAYwbN05zPeVyoWRT6qyXmhO8kWQCUeuXAbbCv0MoH/T94u4BWJe3EX4eMcnlXigf4aWHAgNX38aJpyp0rGOFKrOssbn3IQS8ccPxmrnQ+GKSbxvvgqGjeuHwgdNwcnJASEgYmraoG68MH2ACTIAJMAEmkBoEEvUBSY2bcB0JE7CqUEWksBXzKSTie4TVZI3ykTUIcNvmh3pte+PKaxUWtLbBjBo2ODx4I3zehAgV5TmuXLqCbas+XB9TS7L+b9C4Bk5f3YYZ88bg3sv/RKpt22TVwxcxASbABJgAE0iMgNEWkMQq4vPJJ2Bdtwns/9qDyEVzYdNrMOwr1sXmbwEv4XN66JgSH5+ZgMpVq+PfPVtgs284XKp2wIs15JAam6ApMDBU7H9YJZPEpgQFhsDPNwgFC+dGydJF5CeJVXBxJsAEmAATYAJJIsAKSJJwma6wTZNWoA+JUuR9CY2wE/lcQnD4kQpdqjhi7ZkzMrQ6ql2VZcZNe4iZE+6KbTJiKTFgFCkkSZcHwqG1UeVB8sKvx3TE93MHJr0SvoIJMAEmwASYQBIJGFRAbt68CfLzMCSU1ZYlZQQiooIQEPoYOV0q6VR0/eZt9DiUC29ePMWir5vg6wUHYWVrr1Nm6PgSKFvRFQ88g9BnSGGdc0nZUSsfdM2S33ag95efoFjJ/EmpgssyASbABJgAE0gyAYMKCC29XbhwYYIV2tgYvDzB6/ik8DeN9MOf/4mVL0LsbFwxsPkrWIuQ6pRleNSoUShdujSu3LiDMmXKGMTVvHUu0Ccl0qJNbRw5eFHEehHBRYRkza4/R09K7sHXMgEmwASYABOIS8CgE+qvv/6KyMjIRD9xK+T9GALBQZGY98MF9P1iPwL8wzVYfKK94RF+BYc8+otjIrdtNJD7SQguHByKHj16YMiQITLnzvnz5xNUPjQVpnBj2YYpcHS0R978bth/egFyuLmmsEa+nAkwASbABJhA4gTYhJE4o2SVGNrnsOa6b0adRLUft+HfoPV46JhPHi+ZJz/qv1Oh5lng7b0IdP9vBd4G28qgb/369YPytbBKrO8IhHpBMfAxFE4x1hJNpam0QUtuH3jvSqXauBomwASYABNgAsYRMGgBMe5yLmWIgL19bGTSwLL7cCLwLzx2iFUiHiveIke2lri9SYmuO6LgEKLAxt5ZUKtWb4QGBALbmkjlg+pX7e5g6DZ8nAkwASbABJiARRJgBcREwzZ0XBVNzeEVbyJLMFAl4CUqiY9CpUJkaCR2jPfBgEdRaJ/dCucr2mKa+wFUrxSMrGJBy3NfLUfQ99c0dfEGE2ACTIAJMIGMQIAVEBONYtWaefDT8gbwHrEYubI8hlKE6CDYtiKFbY4bvrjfKAh7zl7EoqI22FDSFrOyT8Udr/IisixlrFVh4P4PUzh2rlD0uanTysCACISFiSipLEyACTABJsAELJRAhvMBCQwMRLt27cxiOJ5FPMHL8Od4IRLN+bmIJgndIvitCt53I2ClsEO2LBXx25swrHnrgzduW0RU0zMf2q3CzSfA54dbxOz/M/rDceDNy2B4XPGS+w2a5UcWZ8uOVurr64ssWbKIqKvJC6KmAcMbZkWAUjT4+fnB2dkZtraW/TNqVmDNoDGUK8rf3x8uLi7QtxKyZs2aZtBKboIlEMhwCghBDwsTOVXSUSKVkSI0WDTsVPaIioxCSJQ1rAKi8O4VKSAQD1x7OFpXQGCQPfyVjniK7CgQGSgSy72E95scyOIagoqVXEU/xBIZLYmMjBbKR2z8lcvnXqJ2w7xaJSxvMyIiQv4Roz9qLBmHACkgNLbhItFidLTuz3HG6WXm7An9rqrHNipK1xJrZcVG9cz5U5G8Xmc4BYS08kOHDiWPRipcdSPwOqbcHyNqssHX+UYgh3MOrDiwFufH7kHo+3A0/OgTtCpbHh16jUPjer6aOwYIxeTS/vZ4LZbv1ilwC9allkORs7vmPG3Q1EvZrGtjj4no64cODYzdt8CtixcvokSJEsiRI4cFtp6bbIgAPaQuXbqEsmXLwtWVl3Yb4mSJx0n5uHbtGipWrCgSVzrpdOHNmzfYsGGDzjHeYQKGCLC6aohMMo/HKB8xF69//Rfe7PfGwYEH4RNoh27fV0PlplVQOeAiKtbNi5Jl7KAQI2AtFszUq+OLYjm8UL/QFRGQTBwM8YjXAhdXO+E38pk8XqFqDtx43yteGT7ABJgAE2ACTMASCGQ4C0h6Qvd8sxX5FfZ4rYpAtJgu8Vz4EH039kPL1k1QdfQZOLreEn4gt1BtWIyD6bnbxfHduHcoVMQGg0cUEyYQ9dSRiEpaaKbertSomwcvVZZt9dDbMT7IBJgAE2ACmYoAKyCpNNweL1fiX8+hqBJkhYDgUvh39iP4eQajV7+qCL68GMdb50S91W2Qo9w9PAk5jcLZG8HKSoE5v8XGBkGdEKjCHonY7IWgUPDQpNLQcDVMgAkwASZghgR4CiaVBuXeux0oJHQH1eoo7B9wAyqxWmXcTBvc++sgXt5wk3c52/8fhAfZombuQQbvqnAoLqZljF81sOWvxxg74AJCgnWdwQzegE8wASbABJgAEzADAvyanYJBuPzkFNa/+As2uewwrNB4zPzqIFZdUqJuYWHZaG2DB+UVuJz7OawdXOCQPRx+T10xuNwVONnGKCQpuLW8dN53Hlgw+47wIVFg8+rHeBDUEU5ZeEhTypWvZwJMgAkwAdMTYAtIMhkfubEMy+9NwcuI9/C8/hC1WnTC6stKDKlrjSVf2MLNSYEsNsL3o6UD7LPFJKPLViQAUQFaUy7JvLf6MvfNz+RmdHRMJttH90UIdxYmwASYABNgAhZAgBWQZA7Sowcj4WObE29FULB/Bx9D4NNgbN/+BwY1sUdYvpz4/elZTO44BRfOBAt/jtibBPilXkyEcdMqyoodnWLyzlSsmj32RrzFBJgAE2ACTMCMCbC9PhmDszVwHf4uWwyv55zHxQ2vkauSG2rNrAwvjIFXfeDE1jY4vMtP1nz/cRDKl7SBcxZb1G3miqp1nZNxR/2XdOpVFMVKOuPWNT906SdW0bAwASbABJgAE7AQAqyAJGGgfH1DserVVGwN2Q7Pse8RcCoEdbvmRuupXfFVvl7Ye6qJyOKixLsX+XRqjUIEVh+sBLc8xjuX6lSQwE6NujlBHxYmwASYABNgApZEgBUQI0fr1PGnWLnsCt68y4brV19BqYxGmTUF8XPntWjo2EzWktetIV57n8DH/ZbD43gzOfVC0y8HrtVk51AjOXMxJsAEmAATyBwEWAExcpxXLL2MG3d24arHRuR0K4Gq7k/gX9QJeZ7UQJ/RFxAWqsTspTtRu9xtODsVwtCueeB5MxiVqjmLXCe6rjaPH6swfLgS5coBv/wS479hZDO4GBNgAkyACTCBDEGAFRAjhtHb2xvHz8zBk2eXUb7Mp6hZtQ+CCvTDvoI30LPJFU0Ns8Z5Ys3+Opr9arXi58AIClKheHGltI788w/g4KDErFm6CoqmAt5gAkyACTABJpBBCfCTL5GBPXfuHCpWqQhvv/to1mgiKnWqC9dJM7CpyHvYKuzgJmKAqCU0OBoqkagpIbklorFTdnKRLFTKihUfNvRcFOAfgiFd/0Dr6t+LrKKROHrgLp499tFTkg8xASbABJgAE7AsAmwBSWC85s+fj3HjxyFb8axoMrsBZrftgfzKMujeug6KXP0HJ+60wrTfy2NEt2vIHfkKk99OhrJ7YVjviMn1oq/q2rWBXLmAV69izm7bZlgHLJ/ta1iJIGPCsxUVsn8vlBZrhIdFYfvxr1C3cXF91fMxJsAEmAATYAIWQYAVED3D5O/vj/79+2PXrl0o+WkJVBtcBdZ21lh6awl2NW2huaJltcO47d0Omx411RzD+Wex23q2FMIr9eVLa7i7q1C6NFBeREtNSJQyyJit8DEhS0lMuPUJA3fi5L3xCV3G55gAE2ACTIAJmDUBw6/fZt1s0zROqVTizz93oXiZUtj7z158+/M01BxRXSofiLZGxLZWsLOLRRYepkRUpFAMhozVNEgx/VfNdkIbn3+uSFT5GPVduw9V6OZ5KV0+d0JV8zkmwASYABNgAmZPgC0gWkP08cdDcOToKmTNkx3tv+mNNy4ByPqqCKKiRfTSi00QdDcHKlaOxpVLXvKqpZvrwDWrcOj4bg5UbdqTRykUFapo1ZiyzQkzO6LFZ1XFKhpr4WuSDd1arMCnnSthwsxWKauYr2YCTIAJMAEmkM4EWAERAxAUFIS+ffvj8OHtKFWnIur1+Ai29kKxsImOUT5EGatK56G6+wmcnW3RoGEejO/0UAQhK6QZPkWN2NUvmoOpsFGtdglNLSfu8rSLBgZvMAEmwASYgEUTyPQKyI0bN9C5c2c8e/YMLb7NgqKdH8E1/KkYVBX8bvaDQhUTvVTpECaOxfhrlAq/jknTO8FnTADOB7jAyTlhPw6L/gnhxjMBJsAEmAATMAGBWIcGE1Ru7lWuXr0aderUETE5FJj5UzYU7B2JbNFRsLIJh8I6Ak6lD8kuZM+SFXM7f4sFtedgnNVX+PtiH3j7Okl9ZEynEE03g4PDsW37ZZw6/UBzjDeYABNgAkyACTCB+AQypQUkJCQEQ4cOxZo1a9CzZ08sW7YM/x2qhui73nhfQEASBg2yaWRxeIGp3Scjt9MHp895+6B8qgSKBkmSKrF5+mBMdtvoaCVGj90Ka7FsNlqsXAkICMMnbWKy1cbHzkeYABNgAkyACWRuApnOAuLp6SmtHlu2bMHSpUuxfv16ZMmSBY1K/4ZP/gPK3I39gXivrIFsDlljD4it/EWsMHRabPCxvz2zyPOv3/hLSwopHyRHjnrKb/6PCTABJsAEmAATiE8gUykgGzduRK1atRAWFoazZ89i8ODBGiJvAi/I7brngY7bgJ4bgJdOSkx6MkpT5un7F5iyfh5el/4D/z53xIVAFxQrE5PLJX++rDK8upVVjD/I5+2raq7jDSbABJgAE2ACTECXQKaYggkPD8eoUaPkVEvHjh2xatUquLrq5mlROOfAQ5EcrsQd4LU4t6FhVSgiI3A75IYkFhgajFnbF8lt8hnZf28XBjTvoqFpZWWFJX/0xLHjd5E3j6uI8ZFfc443mAATYAJMgAkwAV0CGd4C8vDhQ9SrVw/kcLpgwQJs3749nvJBSMpWHIUgEWvjah0FdpVrCweffMj1tBi6ZxkgifkG+2vIqUQilwv3r2n21Rtk/WjerCwrH2og/M0EmAATYAJMwACBDK2A7NixA9WrV4ePjw9OnjyJkSNHGsAQc7h4pa9wP6Qybo6cgsuf/4GQJ/nhJXw7SArnzI8aJSrFFBT//9BltGabN5gAE2ACTIAJMIGkEciQCkhkZCRGjx6NTp06oXHjxrh69SpqUxa4RKSQW3NsG/QfQp/HTJ/cnjge5V2ra64a0qonpgnFo5XbWBxxt9cc5w0mwASYABNgAkwgaQQynA9ItAib3rBhQ1y5cgXz5s3DhAkT5OoUY7AUdGuGnPm94fUqZpWLKtIWTQo30bn012+Bv5b5ymMbVvnjn5OFdc7zDhNgAkyACTABJpA4gQyngPj6+opssy9x9OhRqYgkjkC3xKpD2dCuYgiETyl+d3dAFhfdKKd/LYv1BTl3KhTBwUqxjDdDGpJ0wfAeE2ACTIAJMIFUJJDhFBAbGxs55ZIrV65kYSpVwRpXgp2hFPHF4iofVGGX3q7Yui4AtjER2ln5SBZlvogJMAEmwAQyO4EMp4Bky5YNyVU+1D8Mjk66Vg/1cfpeujYfSpSyFdFOgbHfuGmf4m0mwASYABNgAkzASAIZTgExst8pKjZhas4UXc8XMwEmwASYABPI7ATYeUHrJ+DgsSv4cdF2+PkHax3lTSbABJgAE2ACTCC1CbAC8oHo2u1HsfOfs3j87C0mzf4LwSFhqc2a62MCTIAJMAEmwAQ+EGAF5AOIh09e6/xQvH3vp7PPO0yACTABJsAEmEDqEWAF5APL7p83llu2tjZwcXZE8SJ5U48y18QEmAATYAJMgAnoEEhXJ1TKTtutWzcRcyNGD4qKisKJEydkHI9WrVohT548srGGjuv0JIU7ZUsWxIwJPfHqrQ+qlC+Wwtr4cibABJgAE2ACTCAhAuliAfH398e6devQs2dPkHKhFsrVMnbsWDx9+hRNmzbFmzdv5ClDx9XXpdZ3HpGMrlrF4kIhMrwMN7XuxfUwASbABJgAE8jMBNLFAkIh0ik/C6W1V8vz58+xdetWqXRQMDFvb2/s378fLVq00Hu8f//+6kv5mwkwASbABJgAE7AwAumigMyZM0disrePTeh2+/Ztkca+PEj5IClXrhwuX76M/Pnz6z2uVkDCw8Ph6ekpr6H/nJyccP36dc0+b5g3AZVKhSdPnoAUUJaMQ4DGleThw4eaKdaM07vM3RP12N69ezfe2AYFBWn+hmduStx7YwikiwKir2Fv375F0aJFNafy5s2LQ4cOwdBxdUFKPvf6dewKFlsRI117X12Ov82TQPbs2UH5eyiDMUvGIpAjRw5pydSeZs1YPcycvSHLNf3eenl5iYjQIiS0lkRERMRTSrRO8yYT0CFgNgpIpUqVsHbtWk3jfHx8UKFCBRg6ri5IFo/WrVurd/HTTz/p7GtO8IZZErh48SKqVasGelixZBwCSqUSly5dQu3ateHq6ppxOsY9ASkZ165dQ4MGDaTFWRsJ+e3dv39f+xBvMwGDBNLFCVVfa0jRoKkUehumNyZ3d3dUr15dKiD6juurg48xASbABJgAE2AClkHAbCwg5PsxceJE+cZkbW0t34rbtWsnHVX1HbcMvNxKJsAEmAATYAJMQB+BdFVAyIFUW2i5bb9+/RAcHIx8+fJpThk6rinAG0yACTABJsAEmIBFEUhXBUQfKZov1jdnbOi4vjrI857FMgjQfDI5DdPUG0vGIUArJcix+MWLF9Be7ZZxeph5e0KOpzS2z549Azn9awv57rEwAWMJmJ0CYmzDDZXLli0b/v77b0On+biZESDFMjQ0lFfBmNm4pEZzsmbNKq2ZvAomNWiaVx00toGBgSBn47hSrFixuId4nwnoJZDhFJCvvvpKb0f5oHkS2Lx5sww2V7hwYfNsILcqWQToLZnGtk2bNqAl9SwZh0BISAh27dqF3r17y+W4Gadn3JO0JmA2q2DSuuN8PybABJgAE2ACTCD9CLACkn7s+c6CgLOzM0dOzKA/CTy2GXNgKRAZja06iWjG7CX3Ki0IZLgpmLSAxvdIPQKffvpp6lXGNZkNAVpK3759e7NpDzck9Qg4Ojry2KYezkxdE1tAMvXwc+eZABNgAkyACaQPAVZA0oc735UJMAEmwASYQKYmwApIph7+1O/88ePHZXyAlNT88uVLrF69GlSXWmi53969e7Fy5Uo8ffpUfZi/05BAaoyth4eHHMM7d+7Eazkt1/3tt9/iHecDpidgqrGlLNfbtm3TfDhTuenH0pLuwAqIJY2WGbeVAoqdPn0anTt3ljl9ktvUR48eyfw/N2/exOzZs+WH6qJouFOnTgUlu/roo49w7Nix5N6Cr0sigdQa261bt8ol169evUKXLl1w9OhRnZZMmzYNkyZN0jnGO6YlYOqx3blzJ1asWIGTJ0/KD/1+szABNQF2QlWT4O8UEaA/NGvWrIkXmIjeahcsWIDLly+jXr16GDZsmI73/Pbt29GyZUtQYCOSOXPmSEVjzJgx8PPzQ9WqVfHNN99g9+7doD9eFHmRgs3Rw6xp06byGv7PtASSO7b04Bk4cKCmcTSOBw8elHmeKleujL/++gvNmjWT5+kN/PHjx7Czs9OU5w3TEzA0tl5eXjKz+Nu3b9GpUyd89tlnOo0xdmwfPHiAb7/9Fo0bN9a5nneYABFgCwj/HKQKgW7dumH//v2oUaOGTn0zZszA7du3MXToUPz777+YMGGCzvk//vgD9MdOLbdu3UKVKlXkLika9Ibm7e0NMuWGhYXJaZjly5ejbdu26kv428QEkju206dP17SMot3SGFaoUEEeK1eunFRKaYfCd0+ZMgX0s0BLPFnSjoChse3YsSMKFiyIrl27yheAPXv26DTK2LElBWTp0qVo0qQJfv31V/j7++vUwzuZmwArIJl7/E3ee5r/pTcoki+//FJaLmjb09NTfiiqIuXuoX2yeNAbV9GiRamIFIqiSdMuJHSeLCaUrJCUEpb0JaBvbGk81WNL+ULU2+TXkydPHo2FQ3tcBw8eLC1fpHCypD8BGiv6PaxevbrMy0XKCI11csaWfpd79OiB9evXg6ZVZ86cmf4d5BaYDQGegjGboch4DSFFgRJWnTlzRvNmSw8bCtNNUywk9IY0a9YsZMmSBcOHD5f+H+QjULx4cXme8k3Qw+rs2bNyCofM9uRrQmGg+/TpI8vwf2lPwNDY3r17V74xU4tIYVSP87Jly0DZr8mZmAJYkdWDrCGXLl2SzsaUsI7M+mTl6tWrl3xrpmBXLGlPgBQFGqdDhw5pbt66dWskdWzp4iVLlmjqIB8umnL75ZdfNMd4I3MTYAUkc4+/SXtPSkWjRo2kBYSmVcgDftWqVaAgVTRdQ0J/kOjBU6JECbl/7do1/Pfff2jYsCEuXrwIFxcXGXWxe/fuoHP0lqz2DZEX8H/pQsDQ2FarVk0ztoUKFdJsUyPJ74OcEckcT5YsesMuX768HG91J8jUT46oFOyKJX0IkG8VZTP+7rvvpMWKfLtoKjSpY0vX0O8x5QSiF4oLFy7IsU+fXvFdzZEAKyDmOCoZqE3keEhWD1IcaKqF/pglJJRMkJxSjxw5In1HKLOxg4MDxo0bhzp16iB//vwycy4v10yIYtqcS+rYkj8Q+Rzky5dPZlIlZcTJyUlavdQtJuW0UqVK6l3+TgcCZI0aO3Ys6tatK18ASJGI6wMSt1n6xpYciocMGSJfQOj3//79+9KHK+61vJ95CSjE/Jxqw4YNmZcA9zxNCNAfH8p4S3/cEhN6+6IVEVTexiZWR6apG5qbJiWExXwIJGVs6WFGPgacst18xs9QS2isnjx5gtKlSxsqonPc0NjSSjhyQKbfZ1IwWZgAEejZsydYAeGfBSbABJgAE2ACTCBNCZACwqtg0hQ534wJMAEmwASYABMgAqyA8M8BE2ACTIAJMAEmkOYEWAFJc+R8QybABJgAE2ACTIAVEP4ZSBMC5FVP8QVMKYcPH5YxRuLegxxXKdQ3xa7QJ7Tsk6Kx3rhxA6NHj8b58+fjFZs4caKMgxDvRAoOUDj5LVu2pKCG5F9KQaUosV/cyLTJrzFtrqRoujt27Eibm/FdmAATMCkBVkBMipcrVxP4/fff5TJc9X5qf1OmXFq+Sw9WbaHgZmXLlpUBsSgS54EDB7RPy/DwtIojZ86cMiga5a3p27evDJqlXXDx4sUpzvKrXR9tU4A2CqqWHrJu3Tr88MMPqFmzZnrcPt49aUkvKX+JCcWVoKR1FMiMhQkwAcsmwAqIZY9fhmo9Rcp8+vRpvIR26k5SPpG4QsGNKC8MhXuOK/v27ZMWBrK8XLlyBZRDhrL1qi0htNyXLABknVGLq6sr6D4//vij+lCyv4OCgmRAJ3UFFECNIkzqEwo3T6HL9QlxUbdZ33mq15AYYvrixQsZ54FyfRgSUubev3+v9zSFwjd0Tu8FWgdpOXXcNhMr+sSVd+/e6XChAGUUGpySFrIwASZg2QRYAbHs8csQracH0vjx42Wwslq1asnQ67t27dL0jYIgUfAqCmbUvHlzDBgwQGbqpAKURffzzz/HyJEjNeXVG1QHPawKFCggD3Xo0EE+yNUhpq9evYrXr1/LaI3qayh4Elk75s6di3v37qkP63xTRMiNGzdqjq1evVoT4fHnn3+WCtEXX3whrSqU0IumWSi6JFlZqA/aVhjK8EtRYosUKSLzbpClSC0BAQGgCLDUR7LefPzxx6AHMgmVo5T2FJJeX0yNhJj+73//k4nBKMgbRSWNKxS3gXhSWymCZe3atXHu3DlZjOI5kBWCjtN9GzRoIGNF0EkKqU+81ULtp7gvFPeDgtCRcrdo0SLkypULbm5ush4qQ0GsKGQ3Balr3769vJwC0VGkVArXTlFXqW61fPrpp3L6iNrJwgSYgOUSYAXEcscuw7ScQrFTWnAKPkYPWLJUUD4QejjTA4+iZ1ImTV9fX7lND3z123KZMmUwaNAg0AM/rlDuCgr1rRaKqErBkCi4EomHhwdKlSolt7X/I4sKPQgpiqM+oYBL9IBXC23TMRJ6KFKYeVKKqC/0sKb2U/sorw2tfZ83b576UpCVhtKVU5ZQypFB0xDULhLKo0IK0p07d+SUAylhaksP3dPd3V2GqaeIonElIaZk8aHIsmQNIt+YuEL8aTxIaSArB0WgHTFihCzWv39/yYzGgqwYFKSKlCASapO2FYcsTMSFvkmo/9RWGlPys6E8QKRcfv/99/j666/l1Nfu3btlWfLLoQy5dH+ycpFCSFYbEron3ZvyA7EwASZguQRYAbHcscswLSeFgh6GlHSOhB7+ZLUgSwFl4aTQ3PTgpbDdFKqdlA5jhKZz6K1bW6hempYgIafTkiVLap/WbJMvCFlI1q5dqzlm7Aa9uVOiPLr3Rx99hOzZs2Po0KEyvwlZMbQtKzVq1JCWDFKOhg0bJjMBHzx4UCZlo8R7pITkzp1bPthJCSDLgDqlOVkSKIV9xYoV4zUtIabxCsc5QJaIfv36gXK5ULvI52LUqFFScaA8PdROSihHUWpJYTp16pTR0zE//fSTtGiQ70n9+vVlttw4t5e7FDGTMqhS/h+yEJHCo46AS1xJGSPFjIUJMAHLJcAKiOWOXYZpOVkk6C1bW2hKgvwiSIlQJ6pTn6ccFcYITV1QZl1toYc3mfVJyEKifqhpl6FtUoboYUmWAvJ3SEjU1g91GXo4qoUe0pSSXB1SXqFQ6FhPyEKiLZSwjVbkEBPyFyHFhZxo6UNWFVKg1P4T1A9SBPRJQkz1ldc+RteWK1dOc4imS8giRRYqmqKiKSi10DiR0FjFlbhc6DwpU2ohfw59Zeg8KVB0L1JSaCwmT56s01eyZKmtYOr6+JsJMAHLIqD/r5dl9YFba+EEyDfC09NTpxeUOZfewOktP+6bLk0NGCM0vaJdllK9k0JDD3kSegA+e/bMYFUDBw6UUzi0BFdb6KGvPQVDU0XaQkqGsaKeVlCXJ6sL9Vv9oKZMojRlQR/qC/lt0MM3MUmIqTHX0vSIWsiHQ+27QQqDdn/JQkFCbY6rXGmXU9dlSGFSn6dvcgImvmT9ImWLLDL00fadoTaRUsbCBJiA5RJgBcRyx87iWk7+DPQQ1f6QzwA5FdKDlpbDktCDhlZ90FRMq1atpE8ELbMlXwLyTaDlq8YI+VtQrA21ErJw4UJpule/tZPDK1lBDAk9UJctWyYdTrWX95JiQ74b1EZ6EFLbkys03UJTQdQ3esiSJYGcZXPkyCH9R5YuXSp9J+ihTEtVyQHXGAUnIaaJtZUsLfTwJyWExod8VEiZoH6T/wVlIlZbH2g5b+vWraXDKp0nhYSmmOg64m2s2NraghxSSah/5BxLfiJkBWnRooVURNUriEiRJO6cNddYulyOCZgnARvzbBa3KiMSIEfDuEKWD3rAkcWD3mjJ9E8PF/K9ICsAfehBRo6O9JCuWrWqVEqMyapLKzJIWaE6qR66Xr0ChtrRrFkzzJ49O26TdPapTeQMSTEz6HoS8oegBzxN39CUCCkMly5d0rnO2B3yEfnkk0/kA5ve9ik4GNVJsmrVKlk3raQhnwhadUJ+EcZIQkwTu576S0oRcaPpF/IxISdQmkYihYMcamllj4uLi1yho3YcbdOmjXQWpqkhmjYhC5IxFg9qDykx5AdEK3tIaaQ20PQLORGTskPTblQ/CSmUtEKHrC4sTIAJWC4BzoZruWOX4VpO0yPkbEgPPrWCQQ8fejCrnUfJKZKsIuQIqV6ymRgIClpF1hd6mMW1HpA/AzmcNm7cOLFqdM7TGz7Vacx0iM6FenZIsSGrAdVF00LaQm/9pKTR6hp644/bfu2y+rb1MdVXTt8xiiBLlgmyxmgL9f327dtSASGlKG6baLqIlg2T9SIpQpYNmnqhZbckZA0ifxSaMiMHZLXQsl36maDlxCxMgAlYJgGyULMCYpljl2laTQ9BUkjIMkAOmzQ9Q8tI6Q1dvWomJTBoVQnF1NCOO5KS+vha0xKgqShaOUTLh8k/iIUJMAHLJEAKCPuAWObYZZpW05s0xaX4888/ZWCqTZs2gfxBUkP5IIgU2IymGNQBvjINWAvtKMX+oOklVj4sdAC52UxAiwBbQLRg8CYTYAJMgAkwASZgegJsATE9Y74DE2ACTIAJMAEmoIcAT8HogcKHmAATYAJMgAkwAdMSYAXEtHy5dibABJgAE2ACTEAPAVZA9EDhQ0yACTABJsAEmIBpCShEVEgVpdRmYQJMgAkwASbABJhAWhA4ffo0/g9WFsdXdNEjLQAAAABJRU5ErkJggg==" />
<!-- rnb-plot-end -->
<!-- rnb-chunk-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin 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 -->
```r
```r
qc.metrics %>%
ggplot(aes(x=percent.Largest.Gene, y=percent.ribosomal, colour = complexity_diff)) +
geom_point() +
geom_smooth(method = \lm\)+
xlab(\% largest gene\) +
ylab(\% ribosomal genes\) +
ylim(0, NA) +
theme_calc() +
theme(panel.grid.major.x = element_line(colour = 'light grey')) + scale_color_gradientn(colors=c(\black\,\blue\,\green2\,\red\,\yellow\))
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuTkFcbmBgYFxuYGBgIn0= -->
```r
```r
NA
<!-- rnb-source-end -->
<!-- rnb-chunk-end -->
<!-- rnb-text-begin -->
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin 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 -->
```r
```r
qc.metrics %>%
ggplot(aes(x=percent.Largest.Gene, y=percent.mt, colour = complexity_diff)) +
geom_point() +
geom_smooth(method = \lm\)+
xlab(\% largest gene\) +
ylab(\% mitochondrial genes\) +
ylim(0, NA)+
theme_calc() +
theme(panel.grid.major.x = element_line(colour = 'light grey')) + scale_color_gradientn(colors=c(\black\,\blue\,\green2\,\red\,\yellow\))
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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```r
```r
qc.metrics %>%
group_by(largest_gene) %>%
count() %>%
arrange(desc(n)) -> largest_gene_list
largest_gene_list
<!-- rnb-source-end -->
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```r
```r
largest_gene_list %>%
filter(n>5) %>%
pull(largest_gene) -> largest_genes_to_plot
qc.metrics %>%
filter(largest_gene %in% largest_genes_to_plot) %>%
mutate(largest_gene=factor(largest_gene, levels=largest_genes_to_plot)) %>%
arrange(largest_gene) %>%
ggplot(aes(x=log10(nCount_RNA), y=log10(nFeature_RNA), colour=largest_gene)) +
geom_point(size=1) +
scale_colour_manual(values=c(\grey\,RColorBrewer::brewer.pal(9,\Set1\))) +
xlab(\log10(counts)\) +
ylab(\log10(features)\) +
labs(colour = \Largest gene\) +
theme_calc() +
theme(panel.grid.major.x = element_line(colour = 'light grey'))
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" 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<!-- rnb-source-begin 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 -->
```r
```r
qc.metrics %>%
filter(largest_gene %in% largest_genes_to_plot) %>%
mutate(largest_gene=factor(largest_gene, levels=largest_genes_to_plot)) %>%
arrange(largest_gene) %>%
ggplot(aes(x=complexity_diff, y=percent.Largest.Gene, colour=largest_gene)) +
geom_point()+
scale_colour_manual(values=c(\grey\,RColorBrewer::brewer.pal(9,\Set1\))) +
xlab(\Complexity differential\) +
ylab(\% largest gene\) +
labs(colour = \Largest gene\) +
theme_calc() +
theme(panel.grid.major.x = element_line(colour = 'light grey'))
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-chunk-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxucWMubWV0cmljcyAlPiVcbiAgYXJyYW5nZShwZXJjZW50Lm10KSAlPiVcbiAgZ2dwbG90KGFlcyh4PWNvbXBsZXhpdHlfZGlmZiwgeT1wZXJjZW50Lkxhcmdlc3QuR2VuZSwgY29sb3VyPXBlcmNlbnQubXQpKSArXG4gIGdlb21fcG9pbnQoKSArXG4gIHNjYWxlX2NvbG9yX2dyYWRpZW50bihjb2xvcnM9YyhcXGJsYWNrXFwsXFxibHVlXFwsXFxncmVlbjJcXCxcXHJlZFxcLFxceWVsbG93XFwpKSArXG4gIHhsYWIoXFxDb21wbGV4aXR5IGRpZmZlcmVudGlhbFxcKSArIFxuICB5bGFiKFxcJSBsYXJnZXN0IGdlbmVcXCkgK1xuICBsYWJzKGNvbG91ciA9IFxcJSBtaXRvY2hvbmRyaWFsIFJOQVxcKSArXG4gIHRoZW1lX2NhbGMoKSArXG4gIHRoZW1lKHBhbmVsLmdyaWQubWFqb3IueCA9IGVsZW1lbnRfbGluZShjb2xvdXIgPSAnbGlnaHQgZ3JleScpLCBheGlzLmxpbmU9ZWxlbWVudF9saW5lKGNvbG9yPVxcYmxhY2tcXCksIGF4aXMubGluZS55ID0gZWxlbWVudF9saW5lKGNvbG9yPVxcYmxhY2tcXCksIHRleHQgPSBlbGVtZW50X3RleHQoc2l6ZSA9ICAxMikpXG5cbmBgYFxuYGBgIn0= -->
```r
```r
qc.metrics %>%
arrange(percent.mt) %>%
ggplot(aes(x=complexity_diff, y=percent.Largest.Gene, colour=percent.mt)) +
geom_point() +
scale_color_gradientn(colors=c(\black\,\blue\,\green2\,\red\,\yellow\)) +
xlab(\Complexity differential\) +
ylab(\% largest gene\) +
labs(colour = \% mitochondrial RNA\) +
theme_calc() +
theme(panel.grid.major.x = element_line(colour = 'light grey'), axis.line=element_line(color=\black\), axis.line.y = element_line(color=\black\), text = element_text(size = 12))
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" 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<!-- rnb-source-begin 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 -->
```r
```r
qc.metrics %>%
arrange(percent.mt) %>%
ggplot(aes(x=complexity_diff, y=percent.mt, colour=percent.Largest.Gene)) +
geom_point() +
geom_smooth(method = \lm\) +
scale_color_gradientn(colors=c(\black\,\blue\,\green2\,\red\,\yellow\)) +
xlab(\Complexity differential\) +
ylab(\% mitochondrial RNA\) +
labs(colour = \% largest gene\) +
theme_calc() +
theme(panel.grid.major.x = element_line(colour = 'light grey'), axis.line=element_line(color=\black\), axis.line.y = element_line(color=\black\), text = element_text(size = 12))
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-chunk-end -->
<!-- rnb-text-begin -->
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin 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 -->
```r
```r
qc.metrics %>%
arrange(percent.ribosomal) %>%
ggplot(aes(x=complexity_diff, y=percent.Largest.Gene, colour=percent.ribosomal)) +
geom_point() +
scale_color_gradientn(colors=c(\black\,\blue\,\green2\,\red\,\yellow\)) +
xlab(\Complexity differential\) +
ylab(\% largest gene\) +
labs(colour = \% ribosomal mRNA\) +
theme_calc() +
theme(panel.grid.major.x = element_line(colour = 'light grey'), axis.line=element_line(color=\black\), axis.line.y = element_line(color=\black\), text = element_text(size = 12))
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-chunk-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin 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 -->
```r
```r
qc.metrics %>%
arrange(percent.mt) %>%
ggplot(aes(x=complexity_diff, y=percent.ribosomal, colour=percent.Largest.Gene)) +
geom_point() +
geom_smooth(method = \lm\) +
scale_color_gradientn(colors=c(\black\,\blue\,\green2\,\red\,\yellow\)) +
xlab(\Complexity differential\) +
ylab(\% ribosomal mRNA\) +
labs(colour = \% largest gene\) +
theme_calc() +
theme(panel.grid.major.x = element_line(colour = 'light grey'), axis.line=element_line(color=\black\), axis.line.y = element_line(color=\black\), text = element_text(size = 12))
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-chunk-end -->
<!-- rnb-text-begin -->
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxucWMubWV0cmljcyAlPiVcbiAgZ2dwbG90KGFlcyhwZXJjZW50Lm10KSkgKyBcbiAgZ2VvbV9oaXN0b2dyYW0oYmlud2lkdGggPSAwLjUsIGZpbGw9XFx5ZWxsb3dcXCwgY29sb3VyPVxcYmxhY2tcXCkgK1xuICBnZ3RpdGxlKFxcRGlzdHJpYnV0aW9uIG9mIHBlcmNlbnRhZ2UgbWl0b2Nob25kcmlhbCBSTkFcXCkgK1xuICBnZW9tX3ZsaW5lKHhpbnRlcmNlcHQgPSA1MCkgK1xuICB4bGFiKFxcJSBtaXRvY2hvbmRyaWFsIFJOQVxcKSArIFxuICB5bGFiKFxcQ291bnRcXCkgK1xuICB0aGVtZV9nZG9jcygpXG5gYGBcbmBgYCJ9 -->
```r
```r
qc.metrics %>%
ggplot(aes(percent.mt)) +
geom_histogram(binwidth = 0.5, fill=\yellow\, colour=\black\) +
ggtitle(\Distribution of percentage mitochondrial RNA\) +
geom_vline(xintercept = 50) +
xlab(\% mitochondrial RNA\) +
ylab(\Count\) +
theme_gdocs()
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuTkFcbk5BXG5OQVxuYGBgXG5gYGAifQ== -->
```r
```r
NA
NA
NA
<!-- rnb-source-end -->
<!-- rnb-chunk-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxucWMubWV0cmljcyAlPiVcbiAgZ2dwbG90KGFlcyhwZXJjZW50Lkxhcmdlc3QuR2VuZSkpICsgXG4gIGdlb21faGlzdG9ncmFtKGJpbndpZHRoID0gMC43LCBmaWxsPVxcY29yYWxcXCwgY29sb3VyPVxcYmxhY2tcXCkgK1xuICBnZ3RpdGxlKFxcRGlzdHJpYnV0aW9uIG9mIFBlcmNlbnRhZ2UgTGFyZ2VzdCBHZW5lXFwpICtcbiAgeGxhYihcXCUgbGFyZ2VzdCBnZW5lXFwpICsgXG4gIHlsYWIoXFxDb3VudFxcKSArXG4gIHRoZW1lX2dkb2NzKClcbmBgYFxuYGBgIn0= -->
```r
```r
qc.metrics %>%
ggplot(aes(percent.Largest.Gene)) +
geom_histogram(binwidth = 0.7, fill=\coral\, colour=\black\) +
ggtitle(\Distribution of Percentage Largest Gene\) +
xlab(\% largest gene\) +
ylab(\Count\) +
theme_gdocs()
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-chunk-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuZ2dwbG90KG1hcHBpbmcgPSBhZXMoa2VyYXRvQGFzc2F5cyRSTkFAZGF0YVtcXEdhcGRoXFwsXSkpICsgXG4gIGdlb21faGlzdG9ncmFtKGJpbndpZHRoID0gMC4wNSwgZmlsbD1cXGNvcmFsXFwsIGNvbG91cj1cXGJsYWNrXFwpICsgXG4gIGdndGl0bGUoXFxHQVBESCBleHByZXNzaW9uIGRpc3RyaWJ1dGlvblxcKSArXG4gIHhsYWIoXFxHQURQSCBFeHByZXNzaW9uXFwpICsgXG4gIHlsYWIoXFxDb3VudFxcKSArXG4gIHRoZW1lX2NhbGMoKVxuYGBgXG5gYGAifQ== -->
```r
```r
ggplot(mapping = aes(kerato@assays$RNA@data[\Gapdh\,])) +
geom_histogram(binwidth = 0.05, fill=\coral\, colour=\black\) +
ggtitle(\GAPDH expression distribution\) +
xlab(\GADPH Expression\) +
ylab(\Count\) +
theme_calc()
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-chunk-end -->
<!-- rnb-text-begin -->
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin 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 -->
```r
```r
# FeatureScatter is typically used to visualize feature-feature relationships, but can be used
# for anything calculated by the object, i.e. columns in object metadata, PC scores etc.
plot1 <- FeatureScatter(kerato, feature1 = \nCount_RNA\, feature2 = \percent.mt\)
plot2 <- FeatureScatter(kerato, feature1 = \nCount_RNA\, feature2 = \nFeature_RNA\)
plot3 <- FeatureScatter(kerato, feature1 = \percent.mt\ , feature2 = \nFeature_RNA\) + xlab('Percentage mitochondrial RNA') + ylab('Barcode feature count') + theme(legend.position = \None\)
plot1
<!-- rnb-source-end -->
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<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxucGxvdDJcbmBgYFxuYGBgIn0= -->
```r
```r
plot2
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxucGxvdDNcbmBgYFxuYGBgIn0= -->
```r
```r
plot3
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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/kHIC4OLOfOQtKCeWDc+ReYDh7wphmuywSYABNgAkzAKwIhXQEh+wuSEiVKOAy6SJEi4py2WCQFxHmbhM4plgcpD57WuX37trAZsV8JoXZefPFFh/6z0omVtrgkRyh8NqF7r+kQujfjio+6bj2I6twlK+HguTIBJsAEmECQCIR0BYS8UEh52LJli8N0f/75ZyhevDjkzp0baOWC6pGrrL2QBwy5xZJ4UqdBgwZAgci2bdsmN3PhwgU4evSo3I58IQsdqMqUBdyHcpxx8naT6e+dYIkwA13HifAZE2ACTIAJhCuBkCogtN3Sp08fmDlzJqxcuVIYnMbGxgq3WAo8RkI2Gj179oQvv/wSSDEhWwyqT/E4Jk2a5HGdSpUqCUVjwIABcP78eeFB0717d6hduza8++67op2s+CeqD7pAR+uFx4wCbUAclBEXtjFZkRHPmQkwASbABPxPIKRbMDSdwYMHC6WiU6dOkJiYCDnQrqFHjx4iZLo0XQpMRm60b731lvB8oRWRBQsWiJDq3tT56quv4J133oFixYqBRqOB+vXrw5IlS4SSI7WT1Z7JdiRb7CIxbevjRxDXo5vNfRfdm1XVnhOeNFmNCc+XCTABJsAEAk8g5JFQpSmSvQetTBQtWhTIY8WVkIJyE0OMFy5c2NVlUeZJHYofQn2QDYmnEk6RUD0dsy/1KG+Mac9uUGDOHXWVqr40wfcwASbABJgAE0iXQMhXQKQRkkLgbIwqXZOeo6Ki0lQ+qJ4ndSggGYtrArQionmhjuuLXMoEmAATYAJMwE8EQmoD4qc5cDNMgAkwASbABJhAhBFgBSTCXjAeLhNgAkyACTCBzECAFZDM8CryHJgAE2ACTIAJRBgBVkAi7AXj4TIBJsAEmAATyAwEWAHJDK8iz4EJMAEmwASYQIQRYAUkwl4wHi4TYAJMgAkwgcxAgBWQzPAq8hyYABNgAkyACUQYAVZAIuwF4+EyASbABJgAE8gMBAKmgFilDKuZgRLPQRCwYnh2a0I80DMLE2ACTIAJMIGMEPBaAaGcLFWqVAFKbe9OKlSoIHK8uLvO5ZFHwJqUCAmjPoG4nh9DXMd2QHljWJgAE2ACTIAJ+ErAo1DslDtFUjhOnDgBBw8ehGPHjoFzSHNa9bh06RJQnddff93XMfF9YUggrncPgKQkgOSVrYRpk0E/alwYjpSHxASYABNgApFAwCMF5Pr161CtWjUwmUzynOrVqycfOx8oFAp49dVXnYv5PIIJUHI6KyYDlMRy9qx0yM9MgAkwASbABLwm4JECUrFiRfjmm2/gLH7pkDIya9YsGD58ODzxxBMOHZLiQcngSFmpW7euwzU+iWwC6hdeBOO6tfIkVJWryMd8wASYABNgAkzAWwIeKSDUaJs2bUTbFy9ehCtXrsCgQYPgySef9LY/rh+hBHSt3xHbL+ajR0BVsRJoW7WO0JnwsJkAE2ACTCAcCHisgEiDLVy4MHz33XfiNCEhAR49egQWF14R2bJlA3qwZB4CujbvZp7J8EyYABNgAkwgpAS89oKh0e7YsUN4wujRLiBv3ryQP3/+VI+pU6eGdGLcORNgAkyACTABJhC+BLxeAaEVj1atWsGdO3egefPmUKRIEdBqtalmWKdOnVRlXMAEmAATYAJMgAkwASLgtQKye/duuHHjBixbtgw6dOjAFINMwPLgAUBiAijz5gtyz9wdE2ACTIAJMAH/EfBaAbl//77oneN8+O9F8LQl466dkLRoAYDZDIocOUA/YzYoVCpPb+d6TIAJMAEmwATChoDXNiA1a9YUg//tt9/CZhJZYSCW+/cgKXYuKh8Ui8UqIpEa7NxiswIDniMTYAJMgAlkHgJeKyCFChWCoUOHwuTJk+HQoUOZh0S4zyQ+AQCNfmXBVRDr3TvyKR8wASbABJgAE4gkAl5vwZw/f14oHidPnoTKlStDTExMqpDsBKBv377Qp0+fSGIR1mNVoKeR8uk8YLl6BcBoBMCgb9o3mstjpgRxxl/XgwVjtKiq1wB1pcq8PSPTyRwHltu3wPTP36DQx4CmfoPMMSmeBRNgAlmWgNcKiBl/eT9AQ0hpK8YdOecoqe7qcblnBCjKbPSY8ZC08huRk0XT4GVUSJ6Wb44f1B+s6JmEqWrBtH0rYNYWiJm/CBSoILJEPgFK/kevMShx0RJTIhj/2g764Z9G/sR4BkyACWRZAl4rICVKlIDt27dnWWChnLgIdf/+B6mGYLlxHaz469hZkr5dCVEfdnYu5vMIJJD0/WpbIsDkfEyWC+fBcv0aKPPlj8DZ8JCZABNgAj644VLGW4qAmp5oNBqgB0sQCOiibL+MnSLSkmLCkjkIKJ7IbnuNcQVSCCUG5P+vzPHi8iyYQBYl4LUR6pEjR4TdB9l+pPWYMGFCFkUa/GnTr2F1w9TZh3XtOgR/MNxjQAho33hTuF9j1D+hiGhatgZlrtwB6YsbZQJMgAkEg4DXWzA5c+aELl26pBrb3bt34dSpU3Dw4EERoKxx48ap6nCB/wnEj/oELNeu2gxTdTpQv94YFNiNukYtUKHHEkvmIKDAVa6YZV+D+cS/aNeTDVSYk4mFCTABJhDJBLxWQAoWLAgLFy50O+fY2FgYNWoUfPopG8i5heSnC6Yjh8Fy/lxKa1YAVZ48oKlbL6WMjzINAQUaoKrLlc808+GJMAEmkLUJeL0Fkx6u7t27Y7gKPaxcuTK9qnw9owTI5iMK7T8kIfsAM5axMAEmwASYABMIcwJ+V0Bovrlz5+YgZUF44VUVK4EiOjk4GSkiGCVV/RKvfgQBPXfBBJgAE2ACGSTg9RZMev398MMPsG/fPmAbkPRI+eF6XByoMTS++fwFUNeqJbZeaJmehQkwASbABJhAuBPwWgGhCKgtWrRINS8Lbgc8evQIrmAkTgpC1r59+1R1uMB/BKwYDTWuR1ebaya6RhvOngYNGp4KLwn/dcMtMQEmwASYABMICAGvfy5TMCwdels4P8juo3jx4sIDZsuWLVCyZMmADJgbtREwHzwA+CIAkB0IKiCAWXFN+/cyHibABJgAE2ACEUHA6xWQUqVKiS2WiJhdJh6kIls2m+utNEcMTKXI9oR0xs9MgAkwASbABMKagNcrIGE9myw0OFXZcqB5+RXbjDE4lbrOi6B+rnoWIsBTZQJMgAkwgUgm4PUKiDRZCsm+Zs0a2LNnD1y8eBFoZaRq1apQu3ZtyIOxKFgCT0DXrj1omr4htmGUuVMS0wW+Z+6BCTABJsAEmEDGCPikgFy7dg1atWoFO3fuTNU7ueD+/vvvULly5VTXuMD/BJQ5c/m/UW6RCTABJsAEmECACfi0BdOpUyc4cOAAjB8/Hk6fPg2JaH9w+fJlWL16NVCo9pdffhmuXsXw4CwhJ0ArVVaDIeTj4AEwASbABJgAE7An4LUCcuLECfjll19g7ty5MGLECChRooTwiKEQ7a1bt4Y//vgDTJgyfOPGjfb98HEICFiTEiFh9KcQ17UzPG7fFqwYN4SFCTABJsAEmEA4EPBaATl06BCQK+4777zjcvyFMAFa3bp1YfPmzS6vc2HwCMT17A6UKRcsGKIdX7OEmdPS7Ny0bw8Y/9oBVlQgw0GsuLJmffgwHIYS1mOgmDC8yhXWLxEPjgkwARcEvFZAYmJiMOyEVQQdc9GeKHrw4AHGw9K6u8zlQSKgiIq2xQih/vA1s5w8AYmxc132Hv/ZWEicPw+Sli6GuE7twZqQ4LJesApN585CXN+eENerO8T16x02SlGw5u9pP4lLFtoYfdQRzKRssjABJsAEIoSA1woIebpoNBoYPXq0yyn++uuv8Ndff0H16uwS6hJQEAvVtZ5P1Ztp105I+tYxUaAZv+xJOQEj2orgr2lQq8G4+c9U9wargJSfRNw6gmQlyHr/HhjWfB+s7iOmn6R1a8H09y6ZU8KYkbzNFjGvHg+UCTABr71g8ufPD3379oUpU6bA/v37oU2bNkDbLnfv3hWKB2XBrVixInTs2JHphpiAtm07sCYlgWnrZoeRmPbuAd0776WU4eqIiKqKdYVI0VVTagT1iGxXIBpXb6RVGByP5eKFoI4hEjqz3rwJYG9gjIqjFVcfFbhKycIEmAATCHcCXisgNKGJEydCvnz5hBHqP//84zDHt99+G2bMmCFWSRwu8EnQCZCtTlSnjyD+0gWwnDsn969ETyV7URUvAaqSpcB89AgAbdskJoDm9cb2VYJ6rHzyKVDmzYv2K6h0kHKEon2jWVDHEAmdqavXANOWTbah4msNqEAq8P+ShQkwASYQCQQUaM9h+4T3YbTx8fFAXjGnTp0Civ9RuHDhTJsDZuvWrVCvXj0gI1xa4YkksSbEQ1y3j0SiOmXxkqDr1BlUefKmmoJp/z6xYqKuWg0UlGcmhGLFVY/E+WivggaxmpcbgroSx5Vx9XIY8TUzrPwGlPi/F9WxM69+uILEZUyACYQlAZ8VkFWrVglX26VLl8oTo+2ZatWqwcKFC8W2jHwhExxEsgJC+MmjJK5bZwBann/8GKIGDOYv9UzwvuQpMAEmwAQilYDXRqg00c6dO8N7770ngo9JE7fgL9YaNWqIGCEUjv3Ro0fSJX4OEgHT4UOQMGMqJEyfksprJGHaZNsoUPkgSVwwTygltkL+ywSYABNgAkwguAS8VkCScJ/522+/hU8++QQ2bNggj1apVMLatWth165dQjGJjY2Vr/FB4AmQC2bi9KlgPrAfzIcOQvzg/pCwKBbiBg8Aw6+/gIKMOu132ygoGRmbsjABJsAEmAATCAEBrxWQTZs2Adl+kCcMGTk6S82aNUVCOvKQYQkeASMqGSLgGHWJiob1zh0wU1CxG9fRRmAFKAoUsA2GXjNUFlU1aoJCrw/eALknJsAEmAATYAJ2BLz2gsmWLRv+cLaIcOt27TgcUpyQJ554wqGMTwJLQIH2N6BUpSgh1J3dioflzBnQT50Jxu1bQZkrN2heqhfYAXHrTIAJMAEmwATSIOD1CkitWrVAj7+chw0bBmYzhvh2EgpEtn37dqCVEJbgESA3VSXGYxFC2y3Zszt0rsBz5dNPg65FK1Y+HMjwCRNgAkyACYSCgNcrILS6MWHCBOjXrx/s3LkTmjZtCgVwef/+/fuwb98+WL9+PTz33HPQoUOHUMwny/apwG0V/bgJtkiYKhVYcZssvl8vEWBMVf5ZEdfDuG0LqCpWAoqzwcIEmAATYAJMIJQEvFZAaLB9+vSBPHnywKhRo2D69Om40m8LJaLGSIxdu3aFcePGYTRvn5oOJYtM0TdlvDWsX4fbLxaI+WI5KPB1MGBY9UTM9SIFGYtGRUVVuEimmC9PggkwASbABCKTgM9xQKTpkrvtsWPHIEeOHFCsWDGM6B3aAFbSuPz9HAlxQEj5iPu4S8rUcSsmZvZ8iMNEZfaiLFce9ENH2BfxMRNgAkyACTCBoBLI8DIFGZuSXQhL6AkYt28THi6yey0ldZs3G8j+wz6tvfXmjdAPlkfABJgAE2ACWZqA10aoWZpWmE9ekQ2jnDrF9jAfPwba9z6wjTzZ7TZ60NB0Z0LbakmrV0Lc0EGQgEqMtM2W7o1cgQkwASbABJiABwQyvALiQR9cJUgENHXqQtJ/V4hQ63KXGDhO80IdUOYvAJarV0BVuozwhpGvuzlInDMLzHt3i6vma1chCZPUUWI7FibABJgAE2AC/iDAKyD+oBhGbcRMmmYbDdniYNCx6NHjxLkK7XM0dV70SPmgG8xHD9vaSf5r2uOY9djhotMJrZYkxM6Fx10+hMft24Ll3j2nGnzKBJgAE2ACWZ0Ar4BkkneA+dRJEXiMVjjI+4VWO5Q5c4Iimy0gnOXObTBu2SxCsmsaNXEZxdYehapkKVRCjtiCmVH0VHTr9VSSliwC866dcvWEMZ+CfsoMUKALNwsTYAJMgAkwASIQcQoI/bp2FQLe/uX0Vx37NsP5OH7UJ2C5fg0zzCWCEhUQ/YiRYL11C4zHjoK6Ri0MuR4N8f372AxUkZ9h3VqImbsgTY5RvfpCXNdO4h7lM4UhetgnHiOworJjL9YHDwCSEgFYAbHHwsdMgAkwgSxNIENbMNu2bYMZM2ZAr169MMP7Yzhw4IAISOYr0Th0Iy1ZsiT07NkzVRPLly+H+vXriyisFGWVctI4S3p1aIxDhgyBUqVKQU5cHWjZsiXcwZwpkSymf/4Gy/lzQvmgedBxwqwZkDh7Bhi+W42KR29IWrUSAIOTCQNVVEDo2XL6lDxtK53jNonVZJLLFFFRkG35N5Bt2degH/uZLZmdfDXtA1Wt51MqKPAthu1LKzEpF/iICTABJsAEsjIBnxSQ27dvQ5MmTeCll16C/v37w9y5c/HHdyKsXLkSypUrB2vWrPGJ6dChQ+EM5ixxForB0aVLF2jTpo3ItlujRg3R/8GDB+WqntQZPny4GNvChQvhp59+gnPnzkHDhg0j2sPDajBggLEomQN92Zv37bGdm4zi2XziuLAHkSvRdgqFa0exoqtu/KD+ED9kIMR1au8Xew1tg4agffd9UOTKDarq1SFm0Rdy13zABJgAE2ACTIAI+BSIrHnz5mIFolu3bpA3b14YOHAg3MIl/7Nnz8IHH3wAp0+fBsqGW7lyZY8p04pG69atRSCzFi1aCKVGurl8+fJQrVo1WLECPTySpWLFiiLfzBdf2L7c0qtz6NAhqFq1qlBAaPwk//77r1CYfvnlF2jUqFFyy66fwjUQmRW9XOLQ2FOscNAqBykkMeiOi6tJkigoR8zjOLDeR2NQjIyqadwUdG+3EZcf0zYLtiElrlNihFQK6c7CBJgAE2ACTCCQBLxeATlx4gSsXbsWlixZApMnT3ZQMmhrZO/evfjjOhq++uorj8dNWyMffvghTJs2TWyN2Nt4XL58GY4fPw6klNgLKRGUd4bEkzp//PEHaLVaaNy4sdxM2bJloXTp0nI78oUIOlCgt0vM0q9ErA9tm/cgZvEy0H2Y7C6LmYtJoocMh5hZc4VHDCkXkvJB1xRPYNI62pZJFsvFC9IhPzMBJsAEmAATCBgBrxUQWklQYuKzZs2auRwURUatV68enD9/3uV1V4WDBg2CMmXKQPv27VNdptUUkoIFCzpcowR4tOpiwS0HT+qcOnUKnsZssKSE2Au1c+NGZEcGVeDKh/bV18RDgfPTVK8B+gmTIKpLd4iZvwiU2XOA9fEjMPz4P0iYPgWM+/fJCDT1G8jHdKB+vrbDOZ8wASbABJgAEwgEAa+9YJ566inxpb97926oW7euyzGRjQjZaXgiv//+O3zzzTdw+LBj3Anp3ocPH4rDXLlySUXimcZhNpuFEakndShnDRmeOgu140oBuXnzJsTGxsrVvVGo5JtCeKAsWAjoQWJFTnE9utnsQHC1I2nmNFAMHAJqzIyrfQMVSfROMR88AMryFUBH5yxMgAkwASbABAJMwGsFhOwoKOHc1KlThU2F/fhoNWLp0qVAykmPHj3sL7k8JsWhU6dO8Pnnn0ORIkVc1pGy6tKqi71I5wa0efCkjgpXCaR77Nuh7R5qw1lIiZozZ45cbDTaDDrlghAfmNFY14TGpkpc1dHUfznN0ViuXLYZqqKhsCSmA/uFAkLn2tdxW4oeLEyACTABJsAEgkTAawWEViImTpwI/fr1g0Jo3Cglohs1ahT8+OOPcOXKFVFGxqjpCbnEkmJABqa7du0S1ePRQ+P69evinJSdfPnyifJ7TtE0pXPa8vGkTv78+WHLli2phnT//n3IjsnanIWMWkkJkUQyQpXOQ/lsPnsGEsaOlFc0SBlJK0w6BSQThqbSoHGbRoVbTyTkgkuBw0iZAfSIiVmwJJXLrQWNV634migxmqpCZ+dxI7XHz0yACTABJsAEvCTguKzg4c19+vSBZcuWCWPTjRs3irvmz58PV69eFcak69atE4pFes3t2bNHuMK+8MILULt2bfEgT5rvv/9eHJMiIikXztskdE5bKqQ8eFqHFApapbEXaqdo0aL2RWF/nPRlsltrsvGoacc2iBsxBEyHD8ljJ/daUkzomWJwRI8aZ7uGBsLqF+uCpuGr4pzihdD9pHxQ6PaESY4eMKTsxPfpKWKLxHXpBJbbt+Q++IAJMAEmwASYgK8EfFJASMF47733hPcJxe0gJYS2XWg1gdxic+fO7dF4Vq9eDUePHnV4UCCy999/X5SRgSitXJC3CrnK2gt5wJCxK4kndRo0aCCCpVHwNEkuXLgg+pHakcrD/VmZHw1yUVmQBW08rOgtlDh1EpgOHQTL3TsQ160zJEybJJ4tmEyOcsGIwGK4whHV/kP5VhFBVTpDhcZy4bx0Jp4TxuBKC0m8za03cfFC2zn/ZQJMgAkwASaQAQJeKyBHjhwRHjDjxo0TqxzFixeHV199FapjwClXWxlpja0YfinSVof9IwqDatHKBpVp0DiSbDQoMuqXX34JP//8M/5QT4CZM2cCeeNMmjRJNO9JnUqVKgmFZcCAAcJDhzxounfvLlZa3n333bSGGXbXdP/pYHOddfLooYGa/t4F8QP62sacHAuEMtu6E3XV51IukVLjtEIEuMVlL5ZLl+xP+ZgJMAEmwASYgE8EvLYBoVUDkqJB3Lbo2rUrkBvtW2+9JTxfaEVkwYIFIqS6NGtP6lBsknfeeQdI8SHlpn79+iKeiX3cEam9cH5WYKAxiv1h/ve4WPWQlQZS2NBGR4GGqVY712JhhOpmQto274IFPX7Mx46AqlRpiOrRS65puXUTy8rYIquScoIrJLqPusrX+YAJMAEmwASYgK8EvI6ESiHXKWIpbb18/fXXUKVKFY/sPXwdoP191De5xxYuXNi+2OHYkzq0+kHGr67cch0aszuRjFBp5YWisIaLmM+dhYTRn4rQ6qrKVSC6e08w/PE7GFauAEj23NG0aAnaJm8CxQjxVCxozxM/bJAtZDuuOilxpUTXqDGoypbztAmuxwSYABNgAkzALQGvV0DIaJPcWSmPCm27UGAv8oahL3R7oQR19PCn0PZMWsoH9eVJHQpIlllEVay4iH5K85EUDG3DV0CJ3kNmtAcxnTkNxl9/AeP/1kD0+M9BhZltPZGEGVNt1cg4FcV65hQqH/1tZfyXCTABJsAEmEAGCXitgFA8DPJOIZuKtITCsbMEiQBujSQujAULKhvk4aJr/Q6oKzyL2ypHwUpGpclxThJGj4SYubGp3GxdjVKJhsTmmzfkS9bkgHByAR8wASbABJgAE8gAAa8VEPJS+fvvvzPQJd/qbwIiGR2lvbdawLhuLbrdZgMtJpyz3sE4JvZB1swmSFy+FKK6fiyMe9Mah7btfyABXXtF1lxcBdEm55ex3LgOibNmANmVaJq9BbpWrdNqhq8xASbABJgAE3BJwGsFxIq/tskTJT0hI096sASWAMX5EC65qHxIYvrnb6GAUF4X086/pGJhRGre/Q8kYLC46LGfpamEqHBbTT9nPpiPHgFl3nygKl4CrGiDEz94gNyece0PYqtHU8d1SH65Ih8wASbABJgAE3Ai4JMbbgx5YaTzmDBhglNXfBoQAuT5kiePY9M5cohzdZVqoOvdD0CvT7luMmEwsdtgxdgg6QklsdPUriOUD6pLqx/4wjvcZj52DOJHfwKPO3wAifNSQtc7VOITJsAEmAATYAJOBLxeASHPkS5dujg1A3D37l3hKnvw4EHo0KGDQ9r7VJW5wG8EFGo16D8ZDXG9utvaVKnBgtluzRcvgKpwEVBjluEk5zw2FFRM76hISAOy4pZN4vTJYD55UqysxMQulo1bybBVREyVKqPyY9q+VToD0z+7IOmZZ0CHWzMsTIAJMAEmwATSIuC1G25ajdE1yiBLeWEotwsFKcssEq5uuBLfx+3bSofiWZEnL+hHjoG4npgF10l0PXqDpmYtp1Lb6WOq//ix2K6hrR0VZsyNHjBYrkt5YeL79QZF7qdBXa8+GH9YI7v7UiVl6TKgH5EcPVW+iw/SI2A6sA+M6D5NEtV3ACicvMrSuz8zXxf5ir5cCqa9uwEDAUHMrHmYk0iXmafMc2MCWYKA11sw6VGh6KJ6XPJfuXJlelX5uh8JUPAxe7GiB4sr5YPquFM+xP0UCRXtfITgs/nEv7bj5L/KJ5+CbMu+hpgp0zG2yBugyJnLZoOSfF31bPjESHEYeBifiIBys2cKt2kz5vOJ/3RYGI82+ENLnDMTTFs22RRjtENKmDIx+IPgHpkAE/A7Ab8rIDRCygVDAbtYgkdA2+Jt151RBFMvRF21WkptvFdZ6JmUc6cjBcaD0Y8ZD6BGOxRURDRvtQBd8xZOtfg0PQKGDb+IX/aiHip91rv3wEIeTG7EiitUCfNmQ/zwIWA+hVtlmVwcwv8jH3I3Z2ECTCDyCXhtA5LelH/44QfYt28f24CkB8rP1zV1XkRvlbxAvxatmBRQFmk1gxQRtNnQ48pFWqLr1AW/AO+CSGBXuSro2ndMq7qIKZJtybI06/DFtAmQkmc+sD8lD09CPCjc2eigEXFcDwyHT68nvrYJ48dA9KejQVWyVNqdRPBVdZWqYPwds27Te5nm7ZyvKILnxkNnAlmZgNcKyEk0TmzRIvWvXEpz/+jRI7iCLp5PYAKz9u3bZ2WuIZk7fQlp3/8AkhYuwF/UJjEGNUZF1X3QHqz37oLiieyyQam7AdKqRvSQ4e4uc3kACGhbtAITukcLzyT0MooaPMxtsDgLGhdjuF8A3IqQxLR3T6ZWQOg9bbl0Ecxnz9jyFZFnFwsTYAIRT8BrBYQSt+lcGIBROYU4p8y4vXv3BgpYxhJ8AppatUGJBqL0habEWB6aF18Sg1Dkyh38wXCPHhEgpS9m4hSwxscDqJRoYIkKhhtRoBeavfKBuRBELBY31TNFsVCKh32SKebCk2ACTCCFgNcKSKlSpcQWS0oTro8oYFmkZZl1PZPAliat/AaMW7cAoGtsNHqtqEpkXHGjNqR2LA8egOH/vsNtmXug+7AzkBEpS3gSUNjHa3EzRHr9ogYNhUQyxMT66hq1QFOvgUNty907YMCIuJBkAN1/2qep0DjcyCdMgAkwgSAS8NoI9dSpUyID7m0MZuVOKlSoAIMHp7huuquX1cuNf+0A45/oeklxOVASxo4Cy8MHfsNCMT3ie38Mpq2bwXzwAMT36QkWtO9giWwCavQ0ilm0FGJmzoEoVCrthSLjkpu06c8/wPTXdojr2wusaFPCwgSYABMINwIerYBQ+npJ4Thx4gRQsLFjGAHTOassrXpcunQJqM7rr78ebnMNu/FYLl9yzNUSrQfrzZsAGIHUH2I+gp5I9vYCuHVGxo7Klxv6o3luI4QE3MXBMO3GPE24LSNyAJHRJor5+DFQV6sewtFy10yACTCB1AQ8UkAo+221atXAhBb4ktSrV086TPVMWy9kC8KSNgEK8mX8+aeUSvhLVVmkaMp5Bo8UOZ7EZfiklFbwWJEcpj2lMLyPaBVHrBKZzKBp1Bgo8iuLewLCewaDdcmCdiWKmGzyKR8wASbABMKFgEef5hUrVoRvvvkGzp49C6SMzJo1C4YPHy68XewnQopHFP7iJmWlbl1OUGbPxtWxulx50PUfBIZlX4DymcKg69wFFOgq6y8hOxANelgY13wPaDkMmpfqgfq5yPklTBEw4z7qKNyHyfXS8N0qEKHhPbCV8BfDSGtHXb0GqJ6rAWYMi09u15pGTUBVpmykTYPHywSYQBYg4HUo9osXL8KAAQNg8eLF8OST+As7i0i4h2JP62Wwons0xVBQZM+eVrWwu2batxcT3M0GXHqzjQ2VKN27bUHDW0jpvlZkiAoKJSifYqPjdGFxBSbABEJCwKMVEPuRFS5cGL777jv7Ij4OcwIKjMsSkULu3riqJgttJ5FNC0u6BJQUIp+FCTABJhDGBLxWQOznkoRfCPEUuwCFDFDNuPdMZWfOnBFladmJiAr8J2gEknAbRhigFi2WynPCeRDWhw8h6fvVIniZrmMnCNWXmbrCs6B6thKY9+9FxSNaRHrVvFDHebh8zgSYABNgAhFIwCcF5Ndff4WePXvKioareVNGXFZAXJEJfhnlDTH/g94RKJYL5yEJDTl1/+kgzp3/WI1GiOvVXQ71TS6d+mkzRXAz57rBOI/u2x/M586KXCmZOdx4MFhyH0yACTCBcCLgdRwQCrferl07IFuQ1157DSjmR5EiRUTZc889J+b2/vvvQ7du3cJpnll6LCLPiB0BIxkouhHzsaO2bY5kF05y6TTtxzwlIRRVseKZOtR4CNFy10yACTCBkBHwWgE5fPiwiAmyYMEC2LBhA/To0QMjQyfCV199BXv27IHp06fD5s2bITo6OmST4o4dCYioqPa2FGSU6kaEoWqinesuusEqI8x1183UuJgJMAEmwATCiIDXCsi5c+dEiPWmTZuKaVSqVAlu3LgBFy5cEOf9+vWD7OhtsWzZsjCaZuYYijUpESzoBm2VvEI8nFYUJe+iFQ3MOUKZV2MWLHZ7J602aNu8Y7uORqDqBi+DumYtt/X5QmgI0FYZhfFPmDYZzGdOh2YQ3CsTYAJMIAMEvLYByZMnjzA4pey3JGXL2mIM7Nu3T2zFUFmNGjXgwIEDdMjiJwKW27cgfvgQm20GrjjFzF2A2W09826hHCMxX66wBSXDLRVK7pWWaJu+iTFD6kek625a88pM1+J698DXEzPiouF3wqGDEIUZjNXlK2SmKfJcmAATyOQE0v4mcjH5cuXKidJVq1aJ51y5cgEpJZs2bZJrkzKSlWKEyBMP4EH8gL42BSI5DXvivDle9UZB4hTowpqe8iE1SspNpMUNkcae2Z8tdzDGB+V3sYt4aty6ObNPm+fHBJhAJiPg9QpIIUzxTkao/fv3h6NHj8KSJUugZcuWEBsbi4EXNUDJ6qh83rx5mQxViKeTDVc7HqfYbpjRm4UlaxIgRRIoJD1uwwjB/ztRljVx8KyZABOIUAJeKyA0z9mzZ0MONEykmB8kY8aMgV27dgkDVDqvU6cOvPjii3TI4icCmhfr2nKioFEoibZ5Cz+1zM1EGgFFTAxEDRoKiRPGAVp7i/xBuvYfRto0eLxMgAlkcQJeh2J3x4sS1dHWCwUkq169OqhUKndVI7I8HEKxG9b/DObz50BdpSpwQK6IfBv5ddDWhASwGtFLyU32ZLpOcV8UTz8Nyly5/do3N8YEmAATyCgBn1ZApE63bdsmXG8pSd3nn3+OISO0ULRo0UynfEjzDfWztonN8yjU4+D+w4OAAlc/6OFKKJqtCCiXDTPhPn7MRqquIHEZE2ACISXgtREqjfb27dvQpEkTeOmll4QtyNy5c0UskJUrVwIZqa5Zsyakk+LOmUBWJxD/2RgbAlQ+SJJi2SbLBoT/MgEmEC4EfFJAOnXqBNu3b4dBgwbB1KlT5bm0atUKnkDvibfffhsOHjwol/NBeBEwHTwAhp9/AvPly+E1MB6N3wg4ezBZHz7wW9vcEBNgAkzAHwS8VkBOnDgBa9euFd4vkydPhsqVK8vjqFmzJuzdu1dEQaXIqCzhR4AUj8TpU8CAyekSRgwB05HD4TdIHlGGCWjfamVrIznmi/qVVzPcJjfABJgAE/AnAa9tQA4dOoQBNZXQrFkzl+OgFRBKQnf+/HmX17kwtAQMq23xWyA5mqoBs96qn60Y2kFlkt6Nf+8Cw8oVmEX4Hug+7gmaWrVDNjPKJKz/fAqYMO+PIm9e0NTmLMIhezG4YybABFwS8HoF5KmnngKKgrp7926XDVIh2Yjky5fP7XW+EDoCCgwcZy8UYZUl4wTIOylp/hyhfFBrSfPnYhbfcxlvOAMtKAsUAO1bLVn5yABDvpUJMIHAEfBaAalatSroMEcI2X48TjZwk4ZHigkFJiPlhLZjWMKPgO6jbrZBkXcEin4UxpJgyTABy+VLGJNDn9IOeqdYrrCNTQoQPmICTIAJOBLweguGQq9PnDgRKOkcRUWtVcuWqGzUqFHw448/wpUrV0TZBx984NgTn4UFAXW58qCfOhMsV6+AqngJj/PJhMXgw3gQqpKlbeHRpTFiDA4V52aRaPAzE2ACTCAVAa9XQKiFPn36iGy30fgrb+PGjaLR+fPnw9WrV+HDDz+EdevWcSyQVKjDp0CJganUlat4rXxY8PUlDxrKysviSECJW47RYz8DwJUlZclSED16PCjwmFk5cuIzJsAEmIBEwKNIqK+++ir07t0b3nzzTTBgKPCLFy9CsWLFRBsXLlyAM2fOANmGlC5dGrJnzy61namewyESaiiBGvf8A0lzZuGeDW4zxMeDfvpsjK7paE8SyvGFW9/kbWRYt1aw0nbqAtqX6vk0RAsatFquXQVVseJug4751DDfxASYABMIMYF0V0AePXoEv//+Oxw+bHPXJDfcUqVKwa1bt8QqR/HixYEUFAq/nlmVjxC/RiHv3oo5f4TyQSNB5YMk6esvxTP/SU3AdOggCG+jZFaGLxaBL8kDzajYx/ftCYmo+MV16wyWmzdTd8YlTIAJMIEIJZCuDQi51ebPnx8orsczzzwjVkBorjt27ICcOXO6nTatkFBYdpZMQEChkFc+pNlYrl+TDvnZiYD1FioKaKiN2RptV3CrUpQVKepUM+3ThLEjbRXi48Rz4uIFoB+RXJb2rXyVCTABJhD2BNJVQGgGZPMxdOhQ+M9//iNPiKKdpiVklDp69Oi0qvC1CCGgwBw/mtcbg/F//4dp4DUAJiNEde8ZIaMP/jBVFTCuStKXKR2TQSqVeSkKTDJnH8HUcumily1wdSbABJhA+BLwSAEZMmQINGrUCP799184efIkjBw5EmbMmAFPPvmk25lVqVLF7TW+EHkEdBhPQlW4MFhu3AAVBi5TPVM48iYRpBGTQSoFAUucO0sEAdO9384n+w1Noya4lbMSMPIfYPAd0HX9OEgz4G6YABNgAoEn4JERqv0wTp06BS1btoRNmzZB7txZJ8V3VjdCtX8P8HHwCJgO7AfLhfOgKlMWVGXLBa9j7okJMAEmEGACHq2A2I+BDFAlg1T7cj5mAkzA/wTUVaoC0IOFCTABJpDJCKTrBZPJ5svTYQJ+I0CRTs3oks7CBJgAE2AC3hPwegXE+y74DiaQ+QgkLl0Mpr92ABiNoMQYHfrRHNI+873KPCMmwAQCSYBXQAJJl9vOlATM/x4H05bNQvmgCVIeGCMpI0ESq9mM3jEPwYqGqSxMgAkwgUglwCsgkfrKZXDc5nNnwRoXJ/KVKMjLgsVjAtbEhFRxUQBdbYMh9JrFjxoB1vv3hQIUM38RKGJi/NK1FaMcJ329HMxnToPm1ddB2+Blv7Qbzo2Y9u4B1ORA9VwNUFC8GxYmwASCRoAVkKChDp+Okr5bDcZf1gGGsgWMLAcxC5b45CYaPjMK7khU5Z8Fio1ixe0Xco+lbRh13ZdSDcKC0YKTvlsF1rt3IKpbD1DmfjpVHW8L4j7u4nBL4pwZED30E4cyX0/iemKm5OQ5Gb78Qrw/fA0h7+sYgnlf3LDBYL1zG+PamLBbBcQs+gIUav5IDOZrwH1lbQIZ+um7bds2EQ+kV69e8PjxYzhw4ADcp19mLGFLwIIfuMZ1PwLgMj4pH6SEiJwlYTvi8BsYKR/6GXNA07wFaN5oBjFzYoVCYj9SK66IxA/sC+a/d4EFXdfjB/QFy5079lV8O8bIxPZiPnPW/tTnYyuFjafIrXbbOuYd23xuL9xvNB0+BFbMCC3mTP8L+H9g2hm8bbRw58PjYwLBIOCTAnL79m1o0qQJvPTSS9C/f3+YO3cuJCYmwsqVK6FcuXKwZs2aYIyd+/CFgBF/7emiUu7ELxxr3OOUcz7yiABtW+nebA66lm+DwkUCRsoHA1HRKW1FRYH5yKGUcx+PNLXrONzpauXFoYKnJ/jLX+EcWDCNrR1a/aEVnoi2Q8HXRBYzrYKwMAEmEEwCPikgnTp1gu3bt8OgQYNg6tSp8nhbtWoFlDuGwrQfPIgfwCxhR4CidKpKlrSNS6MRUTZ1rd8Nu3FG+oBEpmCyFZEEFXRFrowH7tO1bQeaxk1BWbYsaN95D6L+00HqIUPPtKoT/eloWxuYx0ZVuSpE9ezjsk0rJqiM798b4kcMgbiO7cDy8IHLeuFcqK5YCRRPJGfuJkUEV0HUdep6NWTTsaOQMHUSxH8+HihhIwsTYALeEfA6Eiplwy2LH37ffvsttGnTRmTKpWy4lB2XIqNS9tx8+CXXrVs3mDZtmnejCePamS0SqnH7NrHyoa5RE5Q5c4Ux+cgdmuGXn8Gw6r8AmIxOi1s19Ah3sZI9BK6KkULiTh63b+twSYnBCfWfjHYooxPy1jH833cikisZtYqgaqlqhbbAiFtkYEHlo3pNUJBC7qFYrl+H+KEDcZJWNB9B41XkJQyC2YbEQ4JcjQlgajFvIRw6dAhTUyihWTPXH6a0AlKvXj04f/68t01z/SAS0Lzo3a+9IA4t03SlxZUKTX2bJ4kClZBIEMulS5CEMU4s165CVP9BoC5fIdWwFTkwSd6DlFUPi5v/9fjhQ8B684ZQaMxHDoOuR2/Q1KyVqr1QFmhqPe9T98atm23KB91NSggqL+SOrSpazKf2+CYmkBUJeL0F89RTT+EPJAvs3r3bLS+yEaFVEBYmkNUJkOIRMcrH3buQMPoTsFy8ILxhEidNADPmoXEW9Uv1HYo0r77mcE4nZIRrvX7NwajVtOmPVPWkAvOJf132JV0Pt2clbafZu6+jEb4ih/vknOE2fh4PEwgHAl6vgFStWhV0uEdMth90bC+kmCxdulQoJz169LC/xMdMgAm4IEABxUhcGbK6qO5zkTUpERKmT0WPnJOgyJkT9BOnpnI5tZw+hfFNMKZIfJytH7SNoDJVkaIO/erebiO2lSyoNKgqVgatCwVEuHhnzwEg2YfQNgU+TLgSQismqvLlQVW8hGg3rk8PtKFAj6yEeFC/3BCi2n/o0F84nmgavgKm/XvBjN40gMa6ZC+jxB9nLEyACXhOwGsFJFeuXDBx4kTo168fFCpUCGrVsi2pjho1Cn788Ue4cuWKKPvggw88H0UWrUleBJbz50BZuAgo8+bNohSy7rSFjcia74U7tPrFlyDqo64BgxHX7SPbVgFuF1hxhTLxi0UQ3fVjh/6UhZ5JUT7oChrOKouXdKgjneiavglADzciXJWHjYB4jLVB3kDKPHlAVaMWJE6ZiBu/+LHznQl0H/cEMmgVQdWS2zFt3QLmeg0iYisjeiBuMaHSBAolKOw9atww4WImwAQcCXitgNDtffr0gSfRZW/YsGGwceNG0eL8+fNFJMEPP/wQJk2ahD+AMMgVi1sClMQs4dNh4tcTYHTLqCHDXe63u22AL0Q0AYo2KgxUk2dh+ms7mHBFkYwhAyL0/0hBxkhQCbEcPWI7tvurLFBAvA9p60WBBuXkZaMq5rtNg7JAQRHcy5qAigx+XsjGqyLwF+pda/4PNC/VsykkyWUiDgkqPpEiimh9pAyVx8kEwo6ATwoIhSzu0KEDtGvXDi5cuABnzpwBsg0pXbo0ZHcREyHsZh0GA0oYO9I2ClQ+SJKWLgH11Bm2Mv6b6QmIrRf77Q5cFZC2Y9xN3oRKA2XgVVeugitm3tlYqdCY1EyxSchgEoVW3VwJGZ1mW/6Nq0s+lSkw5gw9SBT5C4AVjVslsd64LiLIGlavEoHAhE0FGnOqypaTqvAzE2ACmZiARwpIEvq4W5M/uJxZFMBfTfSQhAKSkajxA5Ue3gjZkJCHTVpC40gvZ4O/6qQ1joxeU6CRrhU9DiSx3ropHfJzFiCgKlPWtt1BthH0v4VRadW1aruduWHDL2D47wrh7mn45muIHvaJV1/UUb37QfwnQ7HPeFBVfQ507Tu67StQF6Jwy4eMXCEmGwAGv4sePxGUaCcSs2gpGDf8inYlUaB5+ZVAdc/tMgEmEGYE0v62Tx5shQoVMJRBtFePzz77zKOpxuEKwIABA4QSQwpLkSJFgO41SUuyya0sX74c6tevD3q9HmrWrAmbNm1K1X56dShc/JAhQ6AUxi3IiYZ4LVu2hDv+CI+daiTpF+jeS7aRQYNeEl23j8GweRMkTJsMSSv99ws0/ZFwjVAQUOD7OGbBYqEMqNElWj95eppJ5YTyQQOl8PkoSd+uFM+u/lC2XgN+odNqiSSU4yQGDU9jZs+HqI6d0GzBo3996Xa/PNN2jp76794D9LPmgQptyEgU+D+gbdYcjVlfBwVv3fqFNTfCBCKBgEdLFO+++64INCZN6DoG4Vm7di3kz58fmjZtCgULFkQzhjjYt28f/PnnnyJEe4MGDaTqaT53794d1q1bB4MHD4aXX34ZfvrpJxg9erQI7T5u3DhxLwUB69Kli8g7M2vWLFi0aJEIBb9r1y6oXLmyx3WGDx8Ov/zyCyxcuBDjBmmBctg0bNgQ9u/fn+6qSpqT8OFX/qThAABAAElEQVSiusKzoP98MlA0RRUuh9vbBNBSuRVXkuiLgiXzEiD7geg+/TyaoAK3OK337sl1Lbdvycf2B6TEGpYtsa2U/PdriBo8DOi9Fi6ixBgiSoxCysIEmAAT8DoSKq1MkOdL8eLF4euv8QPOyfr7f//7H7Rt21asUEgeMu4wP8BgRrQSQSsgkydPlqtRKHdKdHfjBgYxQimPLnvVqlWDFStWyHUqVqwoVkK++OILj+pQADVyG6Y8Nc2bNxf3/PvvvyJ3DSkljRo1ktt2dRDoSKhxvdEV8YFdIj/0HMi2EL9IWJgAEjCiUpqEq2PS9oV+8jSXdiCyoWcyNfJs0X82kRkyASbABMKOgNfrsHv37hUrHbNnz06lfNDsWrRoIRSDVavQsCwdMWOo5tjYWKBVEHsphku1FNKdbEIuX74Mx48fF+3a1yElYv369aLIkzp//PGHWPVo3Lix3AyFlCfDWakd+UIIDpSo0FGcBFns84jIhXyQVQloKlUG/aSpENX5I7F94c4IVZH7aQdEFrYtcuDBJ0yACYQPAa8VENp+ISPQGAy+407IloNWN9ITWv2grRVSOCQhpYOUF7LzIIPU06dPi0u0zWMvZPhK+Weovid1TmFK9KefflooIc7tSCst9uXBPo7qgkoYGSNSPops2TDd++xgD4H7C3MCynz5QV2tunBpdTdUXaePbJeS/z+jR451V5XLmQATYAIhJeCRDYj9CMkQlGJ8zJgxAyj4mLOQDciWLVuEEuF8zZPzTz/9VAQz++6770T1h8mRIikAmr2Q2y+toJARqSd1aEWFFB5noXZcKSAUTt5+y4dcjQMpwijxyxUiKJMCvzzSSgYWyHFEYtuGrZvB9MfvmFwvDrcbPpfdPsNhLlb0OqFVCGXBQqkijwZifORGq0d3bgvGmVGiYp9VEw2KlR80biUvG2cRCfcwJkqkhMh3Hj+fM4HMQsBrBSQHGpF17txZGIpu3rwZ3njjDZH35R4ayJFRKK1eVK9ePV2bClcAp0yZAhMmTBBeMM8//7yoIrnyOrvnSucGcl/EFRcSqUyc2J1THVKanK9TPVrNoevOcu3aNRg0aJBc7M4NWa7g44Hl7h1xJ31R0FjI2JDFcwKmfXvAsPxLABMG2UJ+8YMHgn76rLDwprBcvQKUkA33KjHMeAJunczF1YvAv77Kp/MAPbKqJEz8DMwYYZiY6z7qBvaJFy3370PC+NEiGiyFi4+JXczKflZ9o/C8Q07AawWERkx2G+TKOnLkSCAlRBLKEUMGqORl4mycKtVx90wrH+PHj4cxY8YAeatIIiW1IwXHXqRzyr7rSR3y2KGVGWe5jx9IroKnkZGrUYociTdJRqjO92fkPHHZF0ARMEUMCIx/EBWC2AwZGX843GvcscOmfNBgcAvLasCYNbdvgcLLQF2BmIsIQ04N4xchSdLCWIjGiLcsgSNA4e3Jo0x2V168AM9PoZtvC5GrJR7zzsiC27cUADAKXeBZmAATCD4Br21ApCH2799fbH2cPHkSfvjhB2GYStscFIvDF+WDYn/MnDlTKDVSH/QsKRfO2yR0TlsqpDx4Woe2VchmxF6onaJFi9oXBeXYdGAfmDb/KX9QmrZsAop0yeIdAVWJEo7Gu7jloQjCKoNHo0RbHntxlVnW/jofZ5yAFWP9yCHnk5szbfoT4vv2BPM5XBVB93tZ8LPAfOqkfMoHTIAJBJeAzwoIDZO2NGglhDxSyMVVQwaUXgp505DyQe60lGPGWWjlgrxVyFXWXshzpV69eqLIkzoUl4QCkZF7ryQURv7o0aNyO1J5MJ6tjzEEu70Ls1oD4sMzGJ1noj60Td4AVZWqYkYK3HbQT5omAluFwxQ1mFQNU0fLQ9G+/4F8HIgDsm1I+mENJppbDO7ihASi33BqU/28i2iyZNyNYvx9I2bvdYxBoq5XX1zz5I+VVkz+7zuIxy0e486/PLmF6zABJpAGAa/jgEhtkU0ExdTYs2cPXESDN1JESAmpXbs25MHMl54I2VmQG2y5cuWgb9++qW5p06aNsO+YN2+eiGD67bffimBltMVDifAotgf1S+JJHTKgJSXk+++/F1487du3B9qC2YHL+OmFd5e2YKhP2p7JqFAW0Lj+vW2/1tB2gZJwxSxexvvRGQUbZvcbt2F217NnQY1ffOpqz/lldPS/l7hwPpj37cV9nSTQz5kvjC0f98BsurTdg8bZZA8TheHaKbssRUTVofKjKl3GL/2HeyOkfFE0YcFHWvFEOzF17Tqg+7AzJM6ZiTF3HoD6+RdA+9rrHk8nfuwosJw7K/5X6SYtehxpX6rv8f1ckQkwAUcCPikgpDi0atUKdu7c6dganuXGLJq///67HKE0VQW7Alr9cLXqIVUhV17aYqHgZwMHDhRKBnm+0IoIhVQnBUIST+qQovTOO+8IY1larSGFhLZ9KNBZeuJvBYT6o1TeSd+sENb42mZvgQLtWViYQHoESPkw/YW2L8lCKz9Rffrbsisn/9qXruEypfyFGT38UxA5aOSLmfuAVimSFswTGacV+DminzA5zRD0lKEa8LeA6pnCLsGkCvJWrDjoR9uiNbu8gQuZABNIk4BPCkiTJk2E8emIESOAwrQXwpwOZF/x119/wSeffCKODx8+7JCkLs1ReHiREt3dvHkTChd2/QFBzXhSh+KHkFeMK7dcd0MJhALiri8uZwJpEYgfPwYs9rYLqGRET5gECcMG22LJuLlZ3RANnf/T0c3V8C624P89JeQjhUr37vseezlZ7twW7tkUETat/DcJM6eBGdMi0IoSbdNEDxySCkjcgL7CwFlcwBUmEWV2/Oep6nEBE2ACnhHAn0feyYkTJ4Q9xty5c4EUkBJoBEjeLxQorHXr1kARR2k1YuPGjd417EFtMm5NS/mgJjypQwHJvFE+PBgaV2ECASNAX6JmjAgsibpmLenQZoCL2wyq/AVAgV+ybgWNL5W5cru9HM4XKL5L/KB+GOvlNzD9+bs4FrE8PBg0zZlyLaWlfJgO7Afz/n1C+aAmKZmfiba3nET2YMLPIQXyjh411qkGnzIBJuANAa/dcMkGguwlaCvDldBqSN26dcUKSYcOHVxV4TImwAQ8JGBAw0mRCRe3HilGjH7aLLRbaCR+1ZPnlLJ4SYjq2k20RvEuDK4yKWMma1WlKqBt+qaHvfpezXzyhIjmq8LtCX+JkbzFcMVS2LbgjxtK1Gg5fQpUZcv5pQsr2c0gI8ldmuxnaHvUWZRo20Z2Wtb4OFDkeDJduzHn+/mcCTABRwJeKyAUgp2M4Mjl1l04drLdoFDpLEyACfhOgKJ5Gr5eLjdAhsvGjb+CtnFT0LVoJR7yRTzQNmoClqtX0fB0MyiLFIGofgNt0T5xhYQy7wZa4gb2Q0+uR+KLXIUGn9EexNcgzxLzwQOA1ubCUNfVGBXkzoxKgSy4IgJ696kg5HoeHqgx0aWwFSF7GQU+MDChulaKNw1F2jXv/gcUefJCVLv2bCjuIVeuxgTSI+C1AiK5244ePRoWLFiQqv1ff/1V2IK0a9cu1TUuYAJMIIWAFQPdWdEeSYGG265C71MYd9Cj4kDPJLgKQkpIWhKFXh5AjyCLEVdjrHaJ78x7/sEYG6+AqlRptyOhHzJx3T5Cuw5ULnAVQoleOvoRI1PVJ3dmI8byEB4oqKhoW7yN2yru7cBSNZBOgUIXBTFfLAcKYkaibfiqHDbf8NsGMKz4Sm4hEZNERmF0VRYmwAQyTsBrBYRibpDLLIVN379/P5CrLG273L17VygeK1euFG6qHTtGprFbxpFyC0wgfQK0UhA3sL/wuiAFQz9lBtASv70o0RuDQvRbKCIvbj2Q0OpHOIo1MQkHh0G+pLQGuLJBWyVpiWnLZlt9q0VUs1w4DyY0BKV8Ns5C3iaW69fA8Ot6MKz/CQzfrYLocZ/7TRFRoGKje7O5c7dgXL/Oocy0ZzcAKyAOTPiECfhKwGsFhDqaOHGiiD5KRqj//POPQ99vv/22SFTnS1Ayh4b4hAlkYgLkUYEuW/IME2ZMgZjPp8jndECGk/rPJkLSmu+xbgJo6jcMW1dtTZ0X0Vbla5utBm1loD+r6tmKDvNJdWLBeCUa/AiSlBZ6dnYjtrvJjHYfJgq9j+H2SRI+HQYx8xaAIlvg3NeVxUqAmdJASOOye83shsaHTIAJ+EDAJwWEIqBSKPZu3boBecVQqnuK/0EeKiVLlvRhGHwLE8haBMig1IrxdCSxou2GO9G1fNvdpbApJzsNMtCkaKNkz6HB3EbpBfdTo9KStHyZqE/utaRIqCs863ZOFoxcLCkfohIajlpu3QaVGwWEPFnIo4W2gdQ1arptN60LUR91xW0iXPXAOUFUNOjHjperWx4+AMP/1gi7F8rjZK8I0QqXGcerRO/AYCQglAfFB0wgggj4pIDQ/CjrLbnaLl26VERApTLanqmGBl0UqZS2ZVjcEyA3QsOq/4olZ1EL9/ejBw0BZe6n3d/EVzINAc3Lr4Jh9Uo5b4kav7AjXciOhULjeyrC9mLpV2DatlV4zqhrv5DmrbSiQka4spDdyDOuXY8NmzeBYdkSUdW46Q/QYGZiXfMW8q2eHihQycm2/Buw3L8HCjR8lWx1rLhaE9/rY1zosRnHxqEbr37qTFQ2nhRh8ONphYuMZx8/Fu66quIlPO2S6zGBLEOA1kq9ls6dO8N7770Hl+1iE1CStxo1aogYIRSOnbxkWNwToLgGRoxrYMUw2eKB+9v0oUUfdMEW8kRImDEVHn/UESjaowXteVgCS4BCgEd16Y7hwV8AXfsPs2wmZAW612rqNwDawkkrVge9GurKVUD3cS90gc0htnf0s+bJxqLOr5Zh5YqUIlQWKIZIRoRWMSTlg9oxHzpoy+VEWzP0wHmIMrwW/8kwW1eofJAkzp9jO+e/TIAJOBDwWgFJwkiBlJOFIp5u2LBBboy2ZdauXSvCnJNiEhsbK1/jA0cCZJxnpS95/OJ3kJgYMJ/416EoGCeJs6aDGYMxSXvxCZ+NBU8DPQVjfJm1DwooFtWtB25XNMysU/T7vDS1noeY2fNxtXCoWG1w1wEZ8NoL5X7xp4i0CUlosyIJ/k8Ld2E8d17FJE8nFibABFIT8FoB2bRpExrtxwtPGFd7vDVr1hQJ6chDhsUNAfy1pEDvhlSC8Q2UefKlKg50gcjMa9eJ9TZ+YJLnBQsTCDABWn2jnC3GHduAjv0lUd172JpKjheidzLwzWg/lFNH06SprRncelI3aCgnG9S8lbzVI4xx0TmozbsZ7Y7vZwKZkoDXNiDZcF+Ttlso3Lo7IQ+YJzixmjs8oEA+0cM/gXgM3CSM24glflDqMMiRqlgxt/cF6oIat8wMp0/amqcPTTS4o71vlqxLgGKUJE6bDOaT+L4wmyBmwZKAvCfieqOiQF4t+D+QtGgBxCz5Uvx/ZJQ8hWAno1jL5UugzJsPFLi66G/RoWKhwai0JGT7IYmmek1Qjv1MBFijlRh11WrSJY+ezZcuguHblWhLchuiBwwGJaaO8ESMGHvF9OcfompU/0Fut6c8aYvrMIFgEPA6GZ0RP5iexH82CsW+ePFikdTNfqAUiKxp06bCEJVsRTKLBCIZHX3Ii5UGsrDHfWQF5tQJlRgw3oERDfdUpUoJmwT7/e5QjYn7DR2BuH69wCq5n6KhpQgShtl0/SmmA/sgceb0FBdXDAim+08HoJDy4ShWsukgbx0KDhcgseBWUXxvNG61E/3MuaBEr6m0xHT4ECROnWSrgq+XokBBiMEEhSxMIJwJeL0CQqsbEyZMgH79+sHOnTuFskFh1+/fvw/79u2D9evXw3PPPQcdOnQI53mHxdhoJQToEQZC3gveeDCEwZAz9RBMx4+BcetmVErxS5lcPO1DkQdj5pZk40rqC5Vjyr3id6Gw5xS8DO3KhNBKSLDn6eGkEr9cCqadGIMEbT20H34E2nr1PbzTu2oiLD0mu5NjxODKKLkSK9PxEDJixFZZ8PWy3r0jjMmVOXPKxXzABMKNgNcKCE2gT58+kAejNo4aNQqmT5+On0/4YYWixl/yXbt2hXHjxoljUch/QkrAdOSwsM4nd0VN3XohHQt37hkB85nTkDjxM1tlVFCt165C9LBPPLvZT7VUz1VP8RyhFRD8Re1vIa8WBW6VWNFFlmJsgEopvGH83U9G2jP8thFM//wNlpMpxuGGpbjyW6IkqAIQakBEw0UlRxZMfKfMm1c+dXegLFIUzLgKIhu2o4tyIFdq3I2Dy5mANwR8UkB++uknaNmypXDFJXfbY8eOQQ50jSuG9gu6EG4jeDPxrFDXuG8PJM2aYZsq/tK0XLoEuvc/yApTj+g5Gn78X8r4cZuOAlpR0Ctl9hwp5QE+InskK/ZpOXdOuLzSKkwgJObzyUBbMfTFqarina1EIMZj32bCnFlg3rs7ZYtIuogrFNYH9wGDHUklfnumDL/ad9tijKBvAGKyga7tB+BJDBFti1ZgxsBrZPMC2bND9JARoKCVFBYmEMYEvFZAjhw5As2aNQMKwz5+/HhhbFqrVq0wnmLWHJoZXaGTFtq5QmMsBOO2LayARMDbQZm/AJhx5Uqkn6fxYmp4sV0XxLHTlo+uXQdUQM7g6kehdGN0ZGRo6jBTPKS5UEK9VEJbRLhCQV4wgRJt4yagafiKUHw8tQuTwvZbceWDYpKwDVegXh1u158EvFZALlA4ZJSiRYuKZ/4TfgQsuGSfMGJI6oFJWVVTX+GSMCKgfbsNUHZZYQeA25pRGPNCER04w0dXU7fcuAHxg/vL0Tyjhgx3mSTO1b3plVnQPsHw/WpcRXgAOgx17kmocmtSIiTOnYNeOSdAVb48RPXuF3C7GEWuXGC9c8c2HVI88LVQYxwSHa5QUPK6jIgFAxAa1mP2XfQw0nXqkkrB9FWBYO+1jLwqfG+wCXjtBZOI2n/r1q3hzJkz8PXXX0OVKlVSecIEexLB6C8QXjCBGLfp6BFIWrJIGKE5tx89ZjyoihZzLubzMCVgwS8/WkYPhAtpelN+3KOrCCMu1aO4NTEzZkunPj+TIhHXpZPD/Z54eVCEXmGgmmxvpkGjad077zm04+8TM25nJIwYKlzkMbcexEyb5RdXZOvDhxDXq7ttuLRagSELKBuyr0qHv+fN7TGBYBHwWo2/gb+MKOrpOdwbrl69Ohqxa0XeFxX+I9lLr169gB4swSNgxGimSRhS3ZXoJ0/3yJjN1b1c5j8CVgw2Z/jzd7GloWncNM2tDSX+Ag+VKDG5pIXcTpOFvCr8IeaDB20hzCVDS1SwzIcOgLJeg7Sbp/g0doHKTPv3BlwBURV6BuOfLBbuyIo8eX1e9SBFkkR6PY3bt9qyBmP+J9pmsxpNYDl7Bsj+g4UJZCUCXisgFAfk+vXrUKlSpTQ5RXMgqzT52F8U+7a4pJvRfX7DV1/aNysf67p+zMqHTCN0BxTePu7jLmIpn75MDatXiWBZ4fjLV9vmPUic/LnNTRz/57V+Ml5WUMAuSfmglwKPFZhnJT1RFikClvPnZYNQspMJhtDWV0a2v5Lwf9K4dQvG+8Gw7fQjDRUObet3HIceh4oeJa5jYQJZjIDXCkjJkiXh77//zmKYAjNdkQQOP+QtpzDaJH450TKscMPzsTtl4cJgpl+qycvU1ExG2/RxKHybCwKmHdvkL3RxGb/cKAcP5YQJN1FXeBb0GMjKREnXcP/BcuE8JH6xCHQdO6e5apPePFSly4Cm5dtgXPO9WAmhSKLkjpuekFdHXLfO+IbWi5DnZDcR7kLBwSjhpCy04oFCXk7K0qXBcvy4eD9o27ZDl95n5Gp8wASyCgGvFZCsAiYY84zHyIVWDDglSfzwwRATu9jnlZAoDJAk9pZp9Qmt4aNHj8uQQiONi5/TJpC05jswbdkMVgzGRxla7cNy29+Z6pc0ereA3UohrZCY0O1TodaAGuNwhFqUBQsBfUCI7K60/YGrdJaLF/B9NT5DBqC65i1A+8prYnqe2reQcWW25eiaGkEiIqcm/y86DBsNWqNQkaMghPRaK9BtloUJZEUCGVJAKDMuJaYjoWBkZtTwqYwMVEnq1ePAVwKEiz/Ey4oGow6CS93kx68qVtyh2NMT+iCL+WK5iPdBe/giY6enN3M9nwgYMAKl8Zf1cibh+KEDRbZWV9sqtNKh/HU9WM6cFhFAVZUqg7qibSuTVsPiOrWX7SMocJx+/ESfxuTPm4SnhmR7gQqS5eYtoOyuCgxEmBHxVPHISB+BuJdCpdO2kSfBwdT4+iahfUcqwc9IxdN5MrSSlKpNLmACEUjAJwWE8r307NlTVjRczZuipLIC4oqMrcxy967Lixl1oyP3QE8T2pl2/4NBrs6DukpVUJUs5XI8XJg2AXILBYyxIgsplphDReEmeqV+5BjBnOqrMHqlJLSCImwEku0jLDdvAnk00VZIKEVBidCSbRfEODAyZ0bfo6GcT0b6poy9SV8sFnYcitxP4/bm9DSVCFKytK3biMRysgEtGtPquvVI8z5Px2h9/AjiPxuLkWSvAmDI/pi5sexJ4yk8rhcWBNC03DuhyKft2rWDixcvwmuvvQYVKlSAImggRmWUA4bk/fffh27dunnXcBarbcUvmFSC+9vKfPlTFQeiIOl//4dxFWaBcd1aSBg3WqRED0Q/mb1N9bMVHadIRpXpeK+Q4mGvfIgGKM4EfdFLgr+SwyEvivbN5qDIkZzpFbcLdJRl1cNM18ZdOyFxxVfJdiTSxCLzmWKXULZeKTic9d5dMOJqVnqirlXb9jrS65vsyeOv7bW4Ht1sygcNApXgRAwRz8IEIomA1wrI4cOH4TamiV6wYAFs2LABevTogSuSifDVV1/Bnj17RG6YzZs349Y22iGwuCWgfBLDalMyLjvRtmptdxbYQ+MPa2wdJBusGn76MbAdZtLWNeg+qkGbBtDqQImrSGQD4kuQKvULdWwrKaSEoGu7AhM8qstXCDk1BY6H4n/o8REzay5oPDAYpUEnrf0BkmLnggm3qBJnzwDKqRLJQu7TZAArC7nPUrbgdISy2MbMng9qzPBLBrcx8xf59P5w2Q2+T2SxWsByAlfjWJhABBFw/Ab0YOAU/4PCNDdt2lTUJndcig0iRUilLLnZ0RZh2bJlHrSWdauQG6H2/bY2APRBgh/0hq+Xo6dBcH7FUFwDe7GiUsniGwEdenVkW7wU9J+OdmuAmm7LlAmWlA/cQqNfs1Ef90r3lmBWUGIgMoUXrqLG//suZXho22Tc8EvKeQQekUEuMZCzV+NnIMVx8USIW1TnrqB7DyOo4raMv0TltPoWjt5U/port5M5CXitgFAWXDKgtCQbppUta8uJsG/fPplQjRo14MCBA/I5H6QmYMWtLNN2dMskIRuCZBc909bNYJTKbVcD8jeqZ29bu8lfKvqJUwLSDzfqGYH44UNs7wHaekFJnDndsxvDtJbSya3UesvFlmOYjt3VsCjXSvT4z0Fd/2XxoKjCoU51H9WrL6jQRojc79WvvAoUnI0ixibZJzN0NRkuYwJhQsBrBaRcOVu0vlWrVokp5ML9blJKNm3C3BXJQsrIkxRwiMUlAeHx0LObiK2QqgL+srJcv5aq2N8FZIMQM3cBRGNODXL9DfWHqb/nF2ntyXYWyQO33r4VaVNwGG9U77628+Rf/PrpGQ/j7tBBCE5o5Tfqg/+gC22n1DY8oRgPKUWDh+FjOJh+/w2suBJNQjFWyMA8EoSM4OMnjIO4Pj2BEmiyZC0CXnvBFMIU1GRw2r9/fzh69CgsWbIEWrZsCbGxsbg6qYFTp06J8nnz5mUtkt7Mln7lokEfmIyp78LVJfXztVOXB6CEjAkV+fMDWfdTjAoN7lOzhIaAplETSCIjQnR1JVG//EpoBuKnXpV582EY8yVCmSbD6nD0nLHcuA4J06eCFRV+zauvge4DdIPOgFAcl8R5s8GM3ksKfYzNSwY/EwMtlHxSRFJ9nBw6HxUl4d1Wo2agu85Q+5b79yBh5Ai5DUqgyYETZRx+PaAfvaa/d6J2ahL2SLSiFw7itQJCg549ezbkyJFDxPyg8zFjxsCuXbuEASqd16lTB1588UU6ZHFFgBKMoZGhFYM6yYK/FJUFCoK22VtBi4poRUUovh9uxdCbEbeBKAOrfsRIeUh8EDwCmjovAsVuMf7zN6hwSZ2MWyNdSOnwNaZNoOdOSfHiBw+QuzGikayyEHKv7zv3+KGDQKxckSs2eaXMnwPRfTCjcIBFbHdJygf1RT9i0LVeHKKDgPnEv+jJlCPsElGaj2AcJPtAbRQZ+MRxDp4oXjn//okf2BdEYDyK1YURjWMWLQWFTuffTnxozScFhLZX5syZI3dHWzC7d+8G2noh+xBKUuecnE6uzAfCiNd66aIDCQVay9PSLhm7BUuE54vFir+6bXEsKMqlGR+qwkWCNYSg9kO/AhJnzcBfqIfxl4ARYuYt9MqwMtCDVZUpC/RgCTwBYXRNXi3JgRSpR/OpkxlSQKyU0wU//4Tgs/nYUdtxgP8qcB7kpUQKkCJXbiDXaYrrY0XlI65rJ0zji4av6MWjbddejkAb4CF51LwSf4RRxGZZMDIwKYEs/iVA8YSsyQkRRcvo9EBpITRhsMrql3WYa9euwYoVK+AxauEVK1Zk5SOd949IPid9UCXXteL+Jxki0pslaELLwxieQBb8wMpoQjy5rTA8SPh8PJgP7hfKBw0vAfeeWbImAYpEKm13CQL4v5DR+BwU2VaO3YLbICLxXpDwkodONvxVG/P5ZNCQSzdK4qJY23jIhRjF8O1KIOP3cBFV8RKg69xFDIdsoHTdPvY4iGK4zCEixoHvRbBf7aBtXiV63IWBeKyAkJIxduxYeOWVV2DIkCFw6dIlMXyyBSlYsCB07NgRGjZsCGSkunfv3jCYWhgPgb746eFCDKv+66I0MEXaRo1tnhc0FnT/JLuDYGUZDcyM0mmVPojtFD/Llcvp3MCXMysBCpUfM22WCH1PdlDa9z4QSe4yMt+oj7qBglYwccVBhWH39Z9NykhzGb5XgVu99u932malVcBwEk3deiLHT8zseaCpbVOcwml8mWEsFE9IXlmPikZ3f/ysr1c/LKamwC2T5DVD9+N5+PChsOs4gnt2avyiMqEGRYrGZ599Bq1atRIh19944w04efKkMEotWrSoOM5M2zBbt24V8zx06JBY5XFPy7Mr5tOnRATSVLVxTzQbGu8FS+gDyYxZO2nPGpewRBRPymGRGSUJg68ZMQKsELJ7IdYYGIol4wQoJL3IY1Shokd5UjLeI7eQHgHyposfMtD2Ywf3/lXVa0B0j2T3+/RuDtPrZLtDy7bhYL8QpojcDst0EENj4He3Cu2DKMBgOIhHNiDTp08HUj4mT54scsDQ6sfrr78uvF+ef/55+O2334RiQhMi5WP48OGwefNmsSISDpMMxzHQHq1+8jRIWBgL1jOn5X1aPWawdRYrfniQvQbtW2vfeNOv4drJGlqJK1jxA9Btkn4x4TYMpUunjKWZTXRvtRSGWOZ9e4SthQ6zB7NknIBx21ZIWrJQ5COBpGUQPfxTtmXJONYMt0DeR2TnZNy5AzPu5gBNrecz3GYoG0hYMA/MB3ALFe1GovA9pmZ7Ka9eDrWHUYy9ajSDlT3agqHw66VLl4ZBgwaJEOt0PHToUNF1s2bNZOWDCmhFhIQiprK4J2BFI0iywreeO2vbp0WPlOgJk1wqF6QcGDG0tWnbFogfNhho9cSfkrhgvq05VD5IjOt/BmGnYiv1+C8l2KMEWeEsFMchBmNSRHX9OFPbuwTzNRDKB3Uofp3i039XBLN77isNAhSFVfvq6xGvfBjWrwPz3j2y0Woi2nOFkz1LGi8BX0qDgEcKyAnMMUDxP+zlGUwXTuJc/hR6c5Bcv35dPPMf1wTM+/fZDINoTzZ5Fyxh7CgRydB0BL00ksVyG9Of37srR0qlrJrGLZuly355VlCIaXtJJMv0dHfm7O+AhEkThBU+JcgKRiRXh875JKQEnJPvUXwNFibgTwKW/2/vOuCsqK732b7s2ogSAY1iQZQiYi+xo6hRid1orBgNiL2gWIIdRUWwEFQk9r8ae4y9gIq9RkVjwW7sJWH77vy/77x3h5nZ93bfW17dPef3252ZO3fuvfPdeTPnnvo9UkVQTewIdmuMI2JU3AikxIAw2VwljLaCVEvXLlA06VxpPMBJazy0ePAa2w8gQPygj/OJ+3EJRMOUydIWj2pYgjTbNBD1ifvBY/9E13eq9tk3djENlEA0yGNgslSp+fFHYy6HbgUMcXxbkYfeTvXerR6el4MOjcGA4FukXqf/JXZs/w2BDCFQscFGi1qKxy3yDSsXnbG9IkMg8GUrspEX+XDLkcNBllxKJBEXjxc5DchKl19eU59XITFZIzKK0rq+FO6DVQcenNG7L112OamdOUuNUbmapXtcOtQGI2V1P3T2zFideP+Dx0mfdFpZvLpt8HOnmJZMXdX+Bwi9HIxygwAz5JbB/bMVsW3KVlsdAdVyOPG5uUXrJc8IlK25ltoWNd58I2KFrChViGlCaTDfkyXL9Ebk2dQXTHm+Fes+gEDKDEg9DH8++gj2CnH68ssvdY+ZcIPlP6aQotq10ZO3aseRiPkgKHULpWzgGj48FeshsNvlsNPAHDCLLXNSZJroslfexdDNvK7ZJcByq5OVV870EJO25yGAUd3xsO4nLui/5eWXYOdxGSzlIT0yygkCjOLLPyNDIFsIMEhfzdnnafO0UVt49LhYV3Cv7wWX57KImUC2xmHtZg6BlBmQOXPmyGqrtV8Zjx8/PnOj6UEtefHgQNFbZljlaoRvjnL0pbBiF/4VIJVhzDUXXiKNt94sJQgnXrXX3pLLXAMt8+bB1RASj2boiKn6w8qodf58Pxx1AUJmQzIEDIEUEGCUiOZHHxbv22+lYlvEKYJnD6lu0umxKLZxqWvDJRdJLaLBGhUXAikxILvttpt88803ad3Z8OHD06rf0yq3/OuNhLdcvvW2i50LgR42zEPBj3Bp/37QyU/KOkNAdVGvY7Of9yIhaLD0R4SlRacgQSqJ2ygtKrQ9Q8AQKDYEGL24DSHy1fgejEivU04TqmOY7C8Ywsr74ftiuzUbLxBIiQGZMmWKgZVpBJiDJQGVI1jQ4hLVEeqihtVBG9RmjdddK9XxkMeL23YhXs/4Bi3PzJXWN8HUwf6EmWWDKqxCHPPijokv35bnIflpbIplt8ywYfLijs+uNwQWFwFKidvee3dRM3jmmx58QHqBAanYfhRizyCIII33oXotW3e9RfVsr2gQSIkBKZq7KaKBev+F4WaUYPxZh5TUjEhac+k0oXFoV8hjgq24aJLb1jcRAa+bU68TTo553iDCH/NidHfSzKtc9YGRbZx9rdQiem4hprzv7vOQrftrQVZkJoZk8KjuzkwnxZD2ZIhW7Ceso40XwxaAGLadwdVa5j0jpQNW0VgnSduxEwWLQEpuuAU7+iIeWCmMSZG1L3wHn3yszAcLmZjOQ3CyrpBmVOWPlYQtrcR7AtFDqCcwHwx77sH6X+MitDSr1Kd57pyeMMU94h6ZMqDhyunS/I/7pP7cs6R53rM94r6jN0mGunr8MbHiWqhZ4elSfRQiNseJnoTMv8NAa0bFiYAxIHmat8rd9ogZTgb7D8ZOgeTC+/nn4NnQPsOzM7Z/a1BEGa9RfewJWDnALQ2eLWXrbyi9/nJ26Fo76AYIBN2M+dxwtWjULRDw8xXFpZhMw9BTqXzoMKmZdqXaftRePsPc67vZg2AqmDxNaMvbbyHwGCOOJiFIP4IRJlshHWmcPUvavvxCqo87URouuiCWuwXqlvLNNpfqw//sN8QYGEvMgH40CdFttfXtt4VhmmnQZVRcCJStMUjF8q18hiiiRgA7eggYdQ8ESpbvK14gmqzHKKA9mEqXWUaEf0YZR4DJSNs++lDVt/kI7JZSNtyM33URNpjJbLjM6Ljw8DGJUYBahiqU6iOPAoOwpNZp++knqTvmyHB9qlicnQdcUHud8RcpW3lAqE4bw+FXV0lpQAXDrLcLXVtgXip2/J1U7btf6Do7SB8BJvxqghsypVZVMPhlmvFsUwuyGAsYVc1uaUao2YY7Z+3T9qP+jIki9O6iPRjcS6laVK8PxL+QqqqCyWaaM1Cso4wjwOeJNoceY3fhW1C5595SucvojPfTUYMmAekInSyd8+pjSd8SNV/Sr79Un3xqKNhYG3T+wjDXcC9VKsO00e3UMSCMfwHX2yDVnXe2tCEyJQ24qsbgg7hF7IPYeNMNsZDvcWOu5sceUYvynmA7EcQnk/utC+Bp5BL6oWFa55f2XxFRQdvHzclkv+XD1s5kc9ZWgSBQttLKyGL7V0g7v0TUz99oTCDag9VfcI60ff65/tZrEJhQYwPleMxuxSxI22CBv3IMfoa7a37gfvEYXiP+7Wi6+y4Eo9wIsVb6Zrin5M0ZA5Icm6ydoepD87nQhSxCHlQszQ8/KCVLLyONN12vK6CSAassYj5YvzV+HVe9NDKFt0zZ6gP9lprwYLV9vMBP3kQvibLBgzVEdkkVAnY5xoVX8OGLMyN+AwW0Q3fihqtnSBtUUJV/2F+t3wtoeDqUti++iNncQLWlBLVI21dfZp0BKTQcbDyZQ4DST6raHNWddJx4THkQ/+02XDRZas6FGjaHpCvm00/J64o5h7fb7bvSjOfBbxC+K15HZgFZQMQYkCyA2lmTJWAcKiGmbwqsmv1rwAy0IPtw26sv+0UemQlHUNFUHXaEMF5I89ynEG68CnEgtnBndetBbOu4Wi0Ak+LV1QvtSMrWXkeaH3k45oGDvkr69SvY3B0efhwLxy+ybaGUoQQrr/IR64buN98H+qFwzAcHA6lT2dCh+R6W9d+dEGBaAW+RUbpKN3N8f03wygmvmO+U8g031pxVOR6KdZcBBCq22lo9rdSAHUbsJchNVsbFbg7JGJAcgh3sqnzNwQLFSUJqe29+wnItxAqo8c7blZmohkQgEZVv9ltpRsAeJbr64q/xlhs1KJnEM9ZqyHJU4AulfsYV0mvs+ERNLVZZ2y8/xxLcwQZFk++l2RqlCPTkcVmCeXnL66/6DIiGswceKlFKs+1MVi/99a81F0XDxZM1Vw+T4QXtbjLZV09uqw1xT1oRFbO03wpSttJKPQqK8t9uLs13/T12z1hQlObDeJz2J6EVc2vOV8w9atKzfLMMW1B71dXS9MhDGjm6YuT2We6xffPGgLTHJCclzU/PTd4PvBqSEtUl330nLQ/9U+ph49EL9iJR0twsl0yTprv/LiUwXmOSsEYwGQkJL5RWuPPSODWTGWQpLq47Csmi6KWBF1fF73eXKroep0FqlxKMhQLvHurHSU2wXWm6/f/UCJPh66sPPlRF1A2zr4We/DOpOnhMl5ieNIYXqkp9eO1lSTAO1bSDriDQBq+QupPhXs4Q+4iQWYX4EBVdTJ7Ylf7zfU3V6N1U/dL6+mtShvgXlXvslfMhVWy1jdBuILRiXnlAzsdhHWYOAaasSPe9nLneUwzFnskOrS28RyCFaIYUIykF44EkrQRTkH//G2nv/5dQAlC67LIIv36EXq1BqqCqocdEQuLKJmgXkrBSeoUN186MXcC2QZTIMGBQUFrRxjgn6Ffd7GK1Q//54+h17mSpZ3RYBCGqwCqwYtvtpBVuY003wj4mTi1znpTmIUOk8YrpahPDNumm3OvU04vKzbjtWxiElSKSK+auUIlGiI3AntF1S8EMMjBULhIP1l8Qy4JK5oPUdMPfehQDwnuuAhMv/MsTUdKnK+ZHH1bD2HysmPN069ZtlhAwCUiWgO2oWaomOiKu7rjSaFvwUUfV8FWHEqcsEk01wRXlWCk2zro6wRkUQZxbfcYktSVJXKFrpUFGQ1uIMD+NN98gzXOeUqaIuVuqkqiTKFlY4vqbQ4Pw4JbsVsJ6AjY1ilU7dQ1Wi/kQVYdGm9pB/RXTIIl6A1/WRs1lkwwPumiSAfC+/lqqTzipnet1ar0lrtUGdzwaPmvb48ar5Cxas57eVR9+EFuNQxLXeMNsSJ+SuJRHL16M45Jf94Hx4w9+C14nvyG/Yoo7tDdqefkldW/l78UoMQK6Ys4jE5R4VFZarAhY+MQ8zJxX2jHfx7T2VCOECBIAiRgIlW29tSw8aqz876D9pfG+e6TuL6fL/44YI60fvB+6VHOEIElbiChR2GNPuPvNlPLVVg+dysRB5R57x5ohUyCxZFEMokZiBFc1hI0zJfT6aYRKKVXSUPNcCYN5UoL6qGKLrUK2IgJ1DVVPxUDNLzwvrS+9qMwHx9sMnSxtHaLEeDCMD0G3bO9n7J95mjTMukYaZs6IeUhEL0jjmG6edceOl1Z8hGngWHcqcuvQBidC9EaihMkR6+eCqvaN2zvRGBNU+ceDMtYtpToLDz9Uc+o0gBFceOJxGWvbGjIEDIHkCBgDkhyb7J2JxOxo1xEjHwbrwPOj18QzpGLd9SCHjb2AeU3rk0/69ZrvvCPmegv7kfpzJmnE1GC7ofwwOFGx0y5StetuobT1zc88LXVnnSkLT4OrHT7qi0NUI9TOnIUgZ/xwICHeu/OFq+emf8D3HK61IckNPmjNYLqaHn/U75Kh5puefBwGsldKU4Q54SqMomDqwss22kRqLrwYvuv9pPq0M2PXk7lCIDAX+8RvtIMdqoNa4Hmkwds6qJeVU2SmqCJzBGbRWwhPpgi1zn875u4bKG95eo60IAjaQjAPbd99GziT3i7nR+113GUYQwuzC0eobOCgRYwfGMBFrEikYoYPy1ZdDQkap2vQPKrWKrfLnMEcE5opxW2vmCgy0b1Hb4mq1MbbblUGkMyhkSFgCKSHQMdL8fTastopItAK8XnKxFU+fLO5GvWt4Du7GC5VlIJQAsBt67vvSDnUHG388MM4tAxurFW77BpqheLnxmv+GitDn3VgQvhhT0e/3/TUE8I8FlSRVE+YKOWDh0jzy1jZkxBpj9R0393qRuy8cLQw/q/5n7ATgY0H4w0shCTHMWGtSDtPxmWJK2b41dU+5KRT/GPulK8xqJ26JlQhyQFtL+q46o1Hnqw+cYLkMsiXphKHSkolOpxvSCPKhrYPMqYSnaC7L+/HSSNKSlWFUIl57gpp2P+4vY5eDwbYZWOmdK311VekFAaH1cccF5sbqP5KEXum+sijpe58BMji88bjcYjgC6kX/zJNZGpLt9k2083G2mNMHWd7RUbE4Zqkt5jUBM8ocOB1LXhGayaDEV5++SRXFFZxC4xZm594TMefKzuewkLARlMICBgDko9ZKI2rDlLpGymna8+bDCnAA6nUjtWBSJkSjOY3XpfGS6eEr+PKFi+ephVWlMqR2/nnGq67xt/ny5c6durcGeQsFWJSvCbkqnHUcOH5Un3SBGl761+uKLbFx1W9bSL2GjzpxVfwLXOf8pmP2EX4j1Vp08MPSeWoHfwifgRoS8K8NmVDhkj1AQf751LZoRtv/fSp0sbVPwkGvSRGMi2fFvZoYXr05uefk9I+fZLaq+jFXfhHI9za6VdJ4x3/p3FOGA6ZsWKixFD7VWPHxzyayCxRcuI+lMiK60L3R69LduyByWAY5pJf/QpRLX8jVcgsqkwoEhlWbD9KY800AAtKWUhqZ4NnN2iTQ/WfMk4YRxuegbrjj9YPcvVZ50r5gFWSdV1Q5eUbbyqN110bYyaAe8nSS0v58HU6HKPawUDNpxmJtWaJtLzwnFTu+vsOryuEky3z35GGqRfHhgKGt37SGVJz9nmFMDQbQw9DoP1brocAwFV2CVebeaA2rppSJej628AIlCFuSDOkAKlSCbwpGvFxbUdx1U7zvXf5DEjrggWxj1mwMlaB6XzQGI5cwNw4qQWNRBumXBhsMb6PyK34eJbgI+dxpRmgmosuiR21QbCP8UsbsrwGqOWVl0IMSD3URc4moQUSokaoqqr22idwRfJdlbKMO3yROiFQ1fsJuRECxHTojTOv0hKOiMxZ9RHjAjUWf5cSnVSMOSs23kT4R2Lads2cCvUNjW3pJZQqUQ22cMKJYBZa1HamBgwXry/fYAPcIGCJSzBaXnoh1GQL7FXkoEMXlcUlAH5BXIrQAK+VWrTp2vHPF+AOmb3aWfDsoR0OpIdl663f6ShLoOYLxcTAs5rO76XTDrJYQV1pXftkHL/5WtrwzFvsGgeKbXOFQI+yAfkfVrgTJkyQgQMHyq+w6tt9993l+++/zxXWfj8l9Vi5pkE0OKRKoHSdjldlwSYZKbUEbnPJSMM6+yfxxeFqLkAVO+2clmeM2pgE7VawOi+B9KYdgUmh5KH2ssul6sBDpGK3PTS7L206SpEFlFS+6WbtmA+W60ufO3HScPNOAoCylufmuVOdb6kS4sczcL0zaq2MJOdrwoc+SC2vvBI8zNs+3TJrEHukBhKyXseflNY4NMIs7UziTGDDZZfq9SWwMQoyDbS9cLhoBUpdAlS6yqrh8+4c1IZRBtOdKsQtFyPlG26kUp9UFibMHFq5976xWwGzVrrmmlKRLfVQhgGj+3TIBguqN867kSGQawR6FAMyceJEueuuu2TmzJly//33ywKs/Lfddlt8g/ABziFVDU8vlHj5sOE6uvLBQxO/7HmW0gcS9OQ151+Ij/9SiVfpkBKQqgP2E2X4iCgDwRMMHAZiZsR0iG3Q7oPX0xag5oKLpJyGgsjU6xMlTnAdLosnUWMKeX5Ey9cZETKGZXj52tk3SjnOKeG4BO641FUHST9+rkClWWnMI8ZZAnVKkEoHriG0/6jc8XfBYrV90OBLrtRFk3XHedyW9u4NtVByRjPZ0NTmI3AyWWhvxZy/DzBrJbApIqMYJA2EB2mWJkt0JyBFoD1Nsvgurlqxb/mc1Ey7EuqL86Xm1DOK5nYYxKyk969i44Ukh+oy9ZQrmjuwgXYXBErw8U3jrV28t/3mm2/KiBEjlAEZPXq03si7774ra621ljz44IOyww6LbAsS3eXcuXNlyy23FLYzbNiwRFXSKmv57DNpOP2U2DVciVNa8Z//iCAJHaN4NsG2oeRXvaX6+JOlNC4Op2fIwmOOjNkqcNogOi7FCrXqwIOhn1+AWP5L+mHK3WDoGVF/8UXKkFRuj3ssh/Fgv/6+tMHV45Zhzpmpt3zd9dKSfgTbiO63QKxNnTPVGlx5Ve64U1qrLSZM8iCtSBSci5KUhVSjEAcwQPwYphPN1b8euFVssqlU7X9gdPh6zDEs/PNh2g/7qsELm143xUyN994dywMR93aq2GFH2Lb8MeEt6SuCSaooHSFzkYQ4z01ol9FqKR1IZMeS5FIrzgMCmjOqAjYvJv3IA/rWJRHoMQzI1KlThRKQn+FuWRlQNwwaNEhGjRol06dP7/CJyDQD0mFnnZxs/fBDiMmrhGJgo9whQGaOTF53eWHT7bn17bfgcTNMKrcZmTsgrSdDwBAwBIBAjzFCff/996UPRO5B5oNPQP/+/eXrBG6xP8I74O677/YfkveQobZQqGw16OWNco5A6XJhlU3OB5DhDunyLPwzMgQMAUMgDwj0GAbkv7D6p+FplHpDh56IAfkMKpIxY8ZEq9uxIWAIGAKGgCFgCGQAgeQK3Qw0XkhNlMHOojSB/poW700Jon7SzqMOtgfu75FHHimk27GxGAKGgCFgCBgCRY1Aj2FA+vXrJ1SrROknRO1cCh4jUSJj0gueEu6vCp4YRoaAIWAIGAKGgCGQGQR6DAPSt29f+Q7ZO9sQPTNIVL8MGDAgWGT7hoAhYAgYAoaAIZBlBHoMA7I1MscyENnTTz/tQ/rJJ5/I2wjjTfdaI0PAEDAEDAFDwBDIHQI9hgFZe+21ldE44YQT5OOPP5Zvv/1Wxo4dK5tssonsu288omHucLeeDAFDwBAwBAyBHo1Aj/GC4SzfcMMNss8++8gqq6yCwKEVstVWW8m1116bUk4YF7L9jjvukHnz0gj53aMfL7t5Q8AQMAQMgZ6IwOabby6DBw/u8NZ7FAOy0koryXPPPafSD3rFJHLLTYbW559/rqfOOeecZFWs3BAwBAwBQ8AQMASAwFVXXdUpA9JjIqEu7hPBcNSNSCVfjlDcmaIbb7xRDj30UPnhhx9kSUTYNCp8BF599VXZaKONZM6cObLpppsW/oBthEjQ3Cw1yHnCF+Kf/vQnQ6RIEBgyZIiMHDlSpk2bViQjtmFSw0Bnj8cffxzpo5A/Ct6kHVHmvqYd9dINzhHI6nhOlkzdDieIRKYmk4xNpsZn7bRHwM2TzVl7bAq1xKW74u/NzV+hjtXGtQgBvnMZu8nmbBEmhb7H+eK8pTpnPcYItdAnzsZnCBgChoAhYAj0JASMAcnjbNMQtra2tlMxVR6HaF1HEOAqmnPmpFeR03ZYgAhwRcY54+/NqHgQoNrMAkAWz3xxpNQSMHhnqmQ2IKkiZfUMAUPAEDAEDAFDIGMImAQkY1BaQ4aAIWAIGAKGgCGQKgLGgKSKlNUzBAwBQ8AQMAQMgYwhYAxIxqDsWkPOQr9rV9tV2UYgmjsoUX82h4lQKfwym7fCmqNU5iOVOoV1V917NIv7fjQGJA/PB3PSTJgwQQYOHKjB0HbffXdxkVbzMBzrMgECt956qwwdOlSN4Hr37q0RdF0wOlf9tddek/333194ftVVVxULUueQyf+WcVroEjh37tzQYOy3F4Ij7wf8gE2aNElWW201jYXEtBhPPfVUaFw2ZyE48n7Q2toqZ599tvTv318NuwcNGiQ333xzu3Fdf/31stVWW2kMng033FCefPLJdnUEHKVRjhE46qijvNVXX91DsBYPyfG8ddZZxxs+fLiHH2OOR2LdJULgvvvu8/BL8Q455BAPHzAP4fo9vCC9YcOGeQhGp5csXLjQA9Ph7bfffh4YEe9vf/ubB6t9Dz/MRE1aWQ4RwAdL54ZzCEYk1LP99kJw5P3gyCOP9JZYYgkPHyvvmWee8bAY8xCh2vvvf//rj83mzIeiIHYmT57swbPMu+CCC7wXXnjBO+KII/R9+dBDD/nj4++usrLSu/LKK73XX3/dGzdunAcPGd33K2HHGJAgGjnYf+ONNzyszLx77rnH723+/Pk6gQ8++KBfZjv5Q2DUqFEe8gWFBnDbbbfpHLkP2plnnukttdRSXn19vV+PzMdyyy3nNTQ0+GW2k3sE+LJDFM3QfHEU9tvL/Vx01ON//vMfD2623uzZs/1qdXV1yuyTISHZnPnQFMzOiBEjvB122MEfT0tLi7fCCit4BxxwgF+21lpreZAO+8fcgUTZQ+TvUJmpYNoLhbJawhC14Axlxx139PtZc801ZY011pB//vOffpnt5A8BhuueMWNGaABMYEj6+eefdfvII48IfoSh6Li77rqrhiF+6aWXtI79yz0CTzzxhFB9lih8t/32cj8fHfV4++23C6QfctBBB/nVGEPigw8+kAMPPFDLbM58aApmhznUfvnlF3884CgETIhgQaZlVFVjUS277babX4c7o0ePbveNMwYkBFH2D95//33p06ePMiHB3qhP+/rrr4NFtp8nBPbYYw+BFCTUO3WcDC+83nrraTlfkiuuuGKoDlYBeoyVXajcDnKDAMT2mltpypQpqp+O9mq/vSgi+T3+9NNP1c6K88KcWOuuu64cfPDB8uWXX/oDsznzoSiYnbFjx8rLL78sp512mtpYccEGSbDPSPLdSHLvQzdwfuO+/fZbCRquGgPi0MnRli/JRFl4achoDEiOJiHNbp5//nmZOXOmHHPMMf6HjSuA6Dwus8wy2vI333yTZg9WPRMInHjiiQLbKhkzZkzC5uy3lxCWvBWS0fjxxx9lyy23lH//+98CGyuVXq2//vpazoHZCrkBiwAAE9xJREFUnOVtepJ2zAXa8ccfL+eff77OHezfVOK4wQYb6DVOOrLsssuG2uA3jgasQYcLY0BCEGX/gCG8aZ0fJYaLbmpqihbbcZ4ReOWVV2TnnXfW1VnQy4XSkGg4ds4h/5g12Si3CDz66KNyyy23yDXXXJO0Y/vtJYUmLyeoznzzzTdl/PjxAgNUodcE1ZdfffWVUIpFsjnLy9R02CmMTuXqq6+W8847T+eLCzMYE/tqa5eILvqdc8fB71z7L2GHXdvJxUWgX79+PncfbOunn37ydWjBctvPHwJ8KW6zzTZCGx3a5wRzHPTt27fdPHIOqQ91utD8jbxn9QzDRZV67L333ipFpMQKxosKwjvvvCNvvfWW7ttvr7Cei+WXX14ZdqpdHK299toCA2J58cUXtcjmzCFTGFtKrGbNmiXHHXecTJw4USituuyyy2SXXXYReMXoIPluJLFukNzxkksu6RcbA+JDkZsdTs53330X0oOxZ6pfBgwYkJtBWC+dIjBv3jw1FN5kk02EBqdLL7106Bq+GKMqM3fsDFZDF9hB1hAg7p999plcd911wvni3x/+8Aftj/pq2heQ7LenMBTMP9oEMOEcf0tBWnnllf33o81ZEJn87z/33HOqRvn9738fGgwNTvkbXLBggf7OeNK9D11FHlNtHVygGQPi0MnRduuttxYG1kH8D7/HTz75RN5++23Vp/mFtpM3BN577z31cBk5cqTcf//9+pKMDobz+PDDD/svSp6HG7VmXXWGqtFr7Dg7CNAYmL+f4B/njUSxPlyodd9+ewpDwfxjkCrE01GDRjcoGjMyYBUDV5FszhwyhbF1hqU0Dg7Ss88+q6YFlGqRoaTUmO/DIFGKTHufEIWccu0gJwhgEjx8pDxwix4MFj245HpYtVkgspyg33kn9HGHusWDPYEH75fQ34cffqgNwNXMg67Tg+GjBk3CysDDj8+7+OKLO+/AamQdAahe2sUBYaf228s69Gl1AM8XD5E0PdiCeFiIafC/2tpajf/hGrI5c0jkf8tgmb/97W817gffeTA49SB59GBg6kGV5g/wiiuu8DiP//jHPzzGdpk6daoGIoOxsV+HOxaILARHbg74Q9t44431BVlRUeFtt912HlZvuenceukQAVjm67yAS0+4ZVRUR/fee68HS2+NCgjRonf44Yd7DMpjlH8EkjEg9tvL/9wER8BgZNtvv73+hhhdkxGHowEZbc6CiOV//4svvvBg8+HPGQyFPbjiKjPiRtfc3OzBOFUXaZxXBiZjtOgolbAgJBKxg5whQJ9oWnlH3TlzNgDraLER4M/n448/lt/85jcaJ2SxG7QGcoKA/fZyAnPKndDdll4x0dg6wQZszoJo5H+fpgRgRoQ2OwiznnBAiAotDEuw0korJTxvDEhCWKzQEDAEDAFDwBAwBLKJgBmhZhNda9sQMAQMAUPAEDAEEiJgDEhCWKzQEDAEDAFDwBAwBLKJgDEg2UTX2jYEDAFDwBAwBAyBhAgYA5IQFis0BAwBQ8AQMAQMgWwiYAxINtG1tg0BQ8AQMAQMAUMgIQLlCUut0BAoIgTgc+5HuwwOm65hzFA7YsQIiWZmDNaz/cJDgOHvGSWTIZ5zRYxsy0ic0TDTueo/UT8vvPCCMOokQ8vTZT8ZIZ6GPPbYYxqGHrE0klVLWM4IlcxSynweyYjnb7311oSnmSOpT58+wgjACD4VqsPkcowsvNlmm0myFAVMJPjDDz/IPvvsE7rWHTDC7WuvvSZrrLGGHyHVnbNtkSMQDQxix4ZAsSGAJHAJg4bhp6nllZWVGqWPwXG6AzEQEBKveQy21V1p88039xA7wL+9XNwzPpIePpJ+n4Www+B2fI7BGHU4nMcff1zrMSplugQG3Rs8eHCHl7F/93tKtgWz73EcQUKmW70OScu8ZL8/hFv3kKAseFlon4Ea2efqq69u0aJDyBT/galg8GQbdQ8ENt10U+GK0f3NnTtX7rjjDs1LgCh8MmHChG5xozfeeKPcfvvt3eJekt3EH//4R03x7c73hHt299qVLRNZnnrqqcJsstkkSjI+/fTT0B8lL0hJoHmRkMZAJTbRMbz88sty4YUXRos7PWZfYGo0MeQHH3ygUp5OL7IKRYOAqWCKZqpsoJ0hQHWLS2IVrItcOyoi5kfskksuCZ6y/QJFACv/Ah1ZYQ5r1VVXlfPPPz/rg6Nak1F/g8TjbbfdVqqqquS8887TJGQDBw4MVtHf39lnny2jR4+WoUOHhs51dMCFA/KPyPTp01WVOmPGDIFEpKNL7FwRIWASkCKaLBtq1xCgXhpJr4ShnBkW2BFDP5900kmC5EoyZMgQ1bO/+OKL7rRuX331Vdl9991Vj41kS9oOX7KO7rvvPkEeBBk2bJgceOCBctdddwnDDwcplX6QjEv74Srvr3/9q2bjhVhc9t13X83y6tpDsjshI0U6+uij5YQTTnCnBCoZOeyww1Tfzg8AcmzIBRdcIE1NTX4d7lCfz9T1e+21l34MeF9MpX3EEUfoiz5YOZWxB+u7fXc/SN6nbfIDBTG84o3kVGrfcfLJJ6vdANRJQhz5oXF0+umn63h43NE9f/XVV3LUUUcp48k5JF5MGZ6IUpkrXofcI0JM+KHkx45MK4Td7ZqkFOp3v/ud2iYwa+tZZ50VmnuHQWdz6hqmrQMxoc0SmeY777zTnfK3yZ7Hf/3rX/r8PPHEE35d7qT6TIQu6uIBs9uS5s+fr9vgv8svv1yQJ0kOOugg3QbPJdsn5rNnz5bhw4cL1C/KvDDLMcN/G3UTBIpfi2R30NMRcDYgO+20U0IomHGYdiA1NTUePr5ahwmuaGPAREn4OHoQX3t40WnypBtuuMFvBwZ6qn+mTQLb6N+/v7fffvvp+auvvlrPMZMxPpiaVLC0tNQ79thj/etT7QeGeNoWx8IEhTCE9Pbcc08Pq0odN9shzZw504OUR+vSDuScc87RcmadZF2shDUp3rhx4/T+8JryoM7QOu7f8ccfr9fj4+mddtppmomZmXyphwcT5appdtJUMPIvCOy4+9liiy08pOfWLKf4oGu/YBI82lv07dvXA8PkwbhQy6+88kq/haANSLJ7ZmbNpZZaSscN5snDx1szq3IOgm2x0VTmimNaYoklPCYWhDpPceTYiSGzHgdp7NixWs5riCGMRD0m5WLSrR9//FGrOgw6m1NWRj4hTWzI/sBUat98Xvm8sX9nA5LseUxkA5LqM5GODQjvJRExCSPnlWMl1o6cDQhUKYohz7tn1tVJZgMC1Y62N2XKFK0KI2E9njRpkrvUtkWOgGXDLfIJtOF7XpABIYPh/pDgStN6Q4KhLy5mbHTEjztfhnPmzHFFXmNjo8cPHz9A33//vZa7Fz4/lszcSYJ3hgedtn5w+OFxTA3P/fnPf1YGApb/PFQmIpV+3MeKH5yvv/5ar+W/WbNm6TghyfDLJk+erGVBI9QNNtjAoxEgpDx+PabOJgNRXl7uG+9hBanXTpw40a/H8buPxwEHHOCXp4qRf0Fgx90PP6jMMOwINgraP5k4Z5RIrJm6e+TIka6azkPQCDXRPZPx40f63Xff9a9j6m8yD/DM8BYsWKDlqc4VmQnOVRAbjnG55ZZTJsp1wmytrEfmiRg7uueee7SczAnJYZDKnG600UY6f0Gsnn76aWWQ2VeUAYk+j4kYkFSfiXQYEBqCci7cH6SB+syvs846eu/M8g2Jm4PECzIgvIdBgwYpI//GG2/4dZIxIHxGyNRByqV1+ZwiWZ2mgnfPjt+I7RQlAsaAFOW02aCDCDgGhC/qZH+UjsDVTy/jCpX1+LKMElNG89z111+vpxwDctxxx4WqQi2g9YIfP1agtAVqGH1pptOP+1hREhMkrow5Hqa2dpToY8xxQAzvqvhbMki8/pdfftEySkYoKUEmS78Od6Am0HqOAUln7KGG4gfufoLj5qkjjzxS++HHNUhQn6j0wJUFJSAsi94zV9S8L6hf3CX+1n2M3co5lbnixY4BgdrJb4s7lCCxL1d+6KGHepSyBJk9dwHHTSkKyWHQ2Zy655eSqSgxVT37jjIg0efR3XPQCybVZyIdBoRjif5Risj7Jt5B5oP3EmRAeAz1mGLHPh0TkYgB4fMHexMvKtUkluyfvzGj4kfAjFDxNBt1DwToCbDrrrv6N4MPgaaKpi6fHjKOGFeB9Pnnn6u9hCvnFi96PXR13DnqoIP0+uuvCyQLksjYzsWuYAwEUjr98B6ChNW3HkbtSoJ1uI+VpfZDIz3aEjD2Am0QnM0L9e8k2hAwfXY0XgNjRzCegyN3/+mM3V0b3NI4Mkg0FCatsMIKwWLhXOFDHCrr6MDZGdA+IEqujBiQUpkr1wZUUQK1jjvUrTO6pD0Mz7FvSDXEzU2wMvsGcxWyU+hsTjlPpDXXXDPYlO7z2WVMlChFn8foeR6n+kwkujZZ2ZZbbimQ9KhNDJhatdGgcWnv3r3VZgfqw2SXajmYfrVbArOiRrNnnnlmwvq33HKL2tOAuZFzzz3Xr+OeZz7n7nfmn7SdokPAGJCimzIbcDIEaLQ5bdq0ZKf9cn5ISBDxq8GffyK+Q2aFbQXJfThdGQ1aafWPlbArarftSj/0MugK8YUMaYMamPKjRaNbGs/SRZKGsY44Jr7UE1Ew0FVXxp6ozShurk5HuLk6HW2hXtPTUMG0q8Z5Ibn7SWWuXCOJ2nPn3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/>
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuc3VtbWFyeShrZXJhdG9AbWV0YS5kYXRhKVxuYGBgXG5gYGAifQ== -->
```r
```r
summary(kerato@meta.data)
<!-- rnb-source-end -->
<!-- rnb-output-begin 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 -->
orig.ident nCount_RNA nFeature_RNA percent.mt
Kerato:299 Min. : 167 Min. : 110 Min. : 0.0000
1st Qu.: 361 1st Qu.: 229 1st Qu.: 0.5935
Median : 2449 Median : 793 Median : 5.1345
Mean : 9164 Mean :1462 Mean :14.3097
3rd Qu.: 9142 3rd Qu.:2232 3rd Qu.:26.2106
Max. :83967 Max. :6080 Max. :76.4802
percent.ribosomal largest_gene percent.Largest.Gene Min. : 0.8006
Length:299 Min. : 1.229
1st Qu.: 7.0124 Class :character 1st Qu.: 2.344
Median :20.7843 Mode :character Median : 3.670
Mean :18.7268 Mean : 7.683
3rd Qu.:27.6145 3rd Qu.:11.691
Max. :43.7925 Max. :35.817
complexity.diff
Min. :-0.276364
1st Qu.:-0.041604
Median : 0.004741
Mean : 0.000000
3rd Qu.: 0.050976
Max. : 0.165463
<!-- rnb-output-end -->
<!-- rnb-chunk-end -->
<!-- rnb-chunk-begin -->
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```r
```r
# make new dataframe with superfluous info removed
keep.columns <- c(\Cell.Barcode\,\nCount_RNA\,\nFeature_RNA\,\percent.mt\,\percent.ribosomal\,\percent.Largest.Gene\)
melt.qc <- qc.metrics[keep.columns]
# melt the dataframe so boxplot of QCs can be generated
melt.qc <- melt(melt.qc, id=\Cell.Barcode\)
# plot violin plots of metrics
qc.metrics.violin <- ggplot(melt.qc, aes(x = variable, y = value)) +
geom_violin(aes(x = variable, y = value, fill = variable)) + geom_jitter(size = 0.2, position = position_jitter(seed= 1, width = 0.2)) + facet_wrap(~ variable, scales = \free\) +
theme_calc() + theme(title = element_blank(), axis.text.x = element_blank(), strip.text = element_blank(), legend.position = c(0.85, 0.2)) +labs(colour = \Measurement\, x = element_blank(), y = \Value\) + scale_fill_npg(name = \Measurement\, labels=c(\Number of counts\, \Number of features\,\% mtRNA\, \% ribosomal genes\,\% largest gene\ ))
qc.metrics.violin
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuXG5nZ3NhdmUoXFxxY192aW9saW5zLnRpZmZcXCwgcGxvdCA9IHByaW50KHFjLm1ldHJpY3MudmlvbGluLCBkZXZpY2UgPSBcXHRpZmZcXCwgZHBpID0gNDAwKSlcbmBgYFxuYGBgIn0= -->
```r
```r
ggsave(\qc_violins.tiff\, plot = print(qc.metrics.violin, device = \tiff\, dpi = 400))
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiU2F2aW5nIDUuNjcgeCAzLjUgaW4gaW1hZ2VcbiJ9 -->
Saving 5.67 x 3.5 in image
<!-- rnb-output-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuIyBwbG90IHZpb2xpbiBwbG90cyBvZiBtZXRyaWNzIHdpdGggbG9nYXJpdGhtaWMgc2NhbGVkIHZhbHVlc1xucWMubWV0cmljcy52aW9saW4ubG9nMTAgPC0gZ2dwbG90KG1lbHQucWMsIGFlcyh4ID0gdmFyaWFibGUsIHkgPSB2YWx1ZSkpICsgXG5nZW9tX3Zpb2xpbihhZXMoeCA9IHZhcmlhYmxlLCB5ID0gdmFsdWUsIGZpbGwgPSB2YXJpYWJsZSkpICsgZ2VvbV9qaXR0ZXIoc2l6ZSA9IDAuMiwgcG9zaXRpb24gPSBwb3NpdGlvbl9qaXR0ZXIoc2VlZD0gMSwgd2lkdGggPSAwLjIpKSArIGZhY2V0X3dyYXAofiB2YXJpYWJsZSwgc2NhbGVzID0gXFxmcmVlXFwpICArIHNjYWxlX3lfbG9nMTAoKStcbiAgdGhlbWVfY2FsYygpICsgdGhlbWUodGl0bGUgPSBlbGVtZW50X2JsYW5rKCksIGF4aXMudGV4dC54ID0gZWxlbWVudF9ibGFuaygpLCBzdHJpcC50ZXh0ID0gZWxlbWVudF9ibGFuaygpLCBsZWdlbmQucG9zaXRpb24gPSBjKDAuODUsIDAuMikpICtsYWJzKGNvbG91ciA9IFxcTWVhc3VyZW1lbnRcXCwgeCA9IGVsZW1lbnRfYmxhbmsoKSwgeSA9IFxcTG9nMTAoTWVhc3VyZW1lbnQgVmFsdWUpXFwpICsgc2NhbGVfZmlsbF9ucGcobmFtZSA9IFxcTWVhc3VyZW1lbnRcXCwgbGFiZWxzPWMoXFxOdW1iZXIgb2YgY291bnRzXFwsIFxcTnVtYmVyIG9mIGZlYXR1cmVzXFwsXFwlIG10Uk5BXFwsIFxcJSByaWJvc29tYWwgZ2VuZXNcXCxcXCUgbGFyZ2VzdCBnZW5lXFwgKSlcblxucWMubWV0cmljcy52aW9saW4ubG9nMTBcbmBgYFxuYGBgIn0= -->
```r
```r
# plot violin plots of metrics with logarithmic scaled values
qc.metrics.violin.log10 <- ggplot(melt.qc, aes(x = variable, y = value)) +
geom_violin(aes(x = variable, y = value, fill = variable)) + geom_jitter(size = 0.2, position = position_jitter(seed= 1, width = 0.2)) + facet_wrap(~ variable, scales = \free\) + scale_y_log10()+
theme_calc() + theme(title = element_blank(), axis.text.x = element_blank(), strip.text = element_blank(), legend.position = c(0.85, 0.2)) +labs(colour = \Measurement\, x = element_blank(), y = \Log10(Measurement Value)\) + scale_fill_npg(name = \Measurement\, labels=c(\Number of counts\, \Number of features\,\% mtRNA\, \% ribosomal genes\,\% largest gene\ ))
qc.metrics.violin.log10
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuXG5nZ3NhdmUoXFxxY192aW9saW5zX2xvZzEwLnRpZmZcXCwgcGxvdCA9IHByaW50KHFjLm1ldHJpY3MudmlvbGluLmxvZzEwLCBkZXZpY2UgPSBcXHRpZmZcXCwgZHBpID0gNDAwKSlcbmBgYFxuYGBgIn0= -->
```r
```r
ggsave(\qc_violins_log10.tiff\, plot = print(qc.metrics.violin.log10, device = \tiff\, dpi = 400))
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiU2F2aW5nIDUuNjcgeCAzLjUgaW4gaW1hZ2VcbiJ9 -->
Saving 5.67 x 3.5 in image
<!-- rnb-output-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-chunk-end -->
<!-- rnb-text-begin -->
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuIyBoZXJlIGlzIHdoZXJlIHdlIGZpbHRlciB3aXRoIFFDIG1ldHJpY3MsIGxvb2sgYXQgdmlvbGluIHBsb3RzIHRvIHNlZSBudW1iZXIgb2YgY2VsbHMgZXhjbHVkZWQuIFdpbGwgbmVlZCBoaWdoIG10JSBhbmQgbG93IGZlYXR1cmUgbm8uIHRvIHByb2Nlc3MgbWFqb3JpdHkgb2YgY2VsbHNcbmtlcmF0byA8LSBzdWJzZXQoa2VyYXRvLCBzdWJzZXQgPSBuRmVhdHVyZV9STkEgPiAyMDAgJiBuRmVhdHVyZV9STkEgPCA2MDAwICYgcGVyY2VudC5tdCA8IDUwKVxuXG5rZXJhdG9faW5mbyA8LSBrZXJhdG9AbWV0YS5kYXRhICU+JSBhcy5kYXRhLmZyYW1lKClcbiMjIGV4dHJhY3QgbWV0YSBkYXRhXG4jIHRoZSByZXN1bHRpbmcgb2JqZWN0IGhhcyBvbmUgXFxyb3dcXCBwZXIgY2VsbFxuY2F0KCdOdW1iZXIgb2YgY2VsbHMgaW4gYW5hbHlzaXM6JywgbnJvdyhrZXJhdG9faW5mbykpXG5gYGBcbmBgYCJ9 -->
```r
```r
# here is where we filter with QC metrics, look at violin plots to see number of cells excluded. Will need high mt% and low feature no. to process majority of cells
kerato <- subset(kerato, subset = nFeature_RNA > 200 & nFeature_RNA < 6000 & percent.mt < 50)
kerato_info <- kerato@meta.data %>% as.data.frame()
## extract meta data
# the resulting object has one \row\ per cell
cat('Number of cells in analysis:', nrow(kerato_info))
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiTnVtYmVyIG9mIGNlbGxzIGluIGFuYWx5c2lzOiAyMjdcbiJ9 -->
Number of cells in analysis: 227
<!-- rnb-output-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuI251bWJlciBvZiBjZWxscyBwdWxsZWQgdGhyb3VnaCB1c2luZyB0aGUgZmlsdGVycyBhYm92ZSBpcyBwcmludGVkIHRvIHRoZSB0ZXJtaW5hbC5cblxuYGBgXG5gYGAifQ== -->
```r
```r
#number of cells pulled through using the filters above is printed to the terminal.
<!-- rnb-source-end -->
<!-- rnb-chunk-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuI2xvZyBub3JtYWxpc2F0aW9uIG9mIGRhdGFcbmtlcmF0byA8LSBOb3JtYWxpemVEYXRhKGtlcmF0bywgbm9ybWFsaXphdGlvbi5tZXRob2QgPSBcXExvZ05vcm1hbGl6ZVxcLCBzY2FsZS5mYWN0b3IgPSAxMDAwMClcbmBgYFxuYGBgIn0= -->
```r
```r
#log normalisation of data
kerato <- NormalizeData(kerato, normalization.method = \LogNormalize\, scale.factor = 10000)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiUGVyZm9ybWluZyBsb2ctbm9ybWFsaXphdGlvblxuMCUgICAxMCAgIDIwICAgMzAgICA0MCAgIDUwICAgNjAgICA3MCAgIDgwICAgOTAgICAxMDAlXG5bLS0tLXwtLS0tfC0tLS18LS0tLXwtLS0tfC0tLS18LS0tLXwtLS0tfC0tLS18LS0tLXxcbioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqKioqfFxuIn0= -->
Performing log-normalization 0% 10 20 30 40 50 60 70 80 90 100% [—-|—-|—-|—-|—-|—-|—-|—-|—-|—-| **************************************************|
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<!-- rnb-source-begin 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 -->
```r
```r
library(Seurat)
library(\biomaRt\)
# sphase_humanGenes <- cc.genes.updated.2019$s.genes
# g2mphase_humanGenes <- cc.genes.updated.2019$g2m.genes
#
# human = useMart(\ensembl\, dataset = \hsapiens_gene_ensembl\)
# rat = useMart(\ensembl\, dataset = \rnorvegicus_gene_ensembl\)
#
# x = sphase_humanGenes
#
# r.s.genes = getLDS(attributes = c(\rgd_symbol\),
# filters = \rgd_symbol\,
# values = x ,
# mart = rat,
# attributesL = c(\hgnc_symbol\),
# martL = human,
# uniqueRows=T)
#
# x = g2mphase_humanGenes
# r.g2m.genes = getLDS(attributes = c(\rgd_symbol\),
# filters = \rgd_symbol\,
# values = x ,
# mart = rat,
# attributesL = c(\hgnc_symbol\),
# martL = human,
# uniqueRows=T)
#function to check mirror access is working
# ensembl = useMart(\ensembl\, host=\https://useast.ensembl.org\)
# dim(listDatasets(ensembl))
# host=\https://useast.ensembl.org\,
# Basic function to convert mouse to human gene names
convertHumanGeneList <- function(x){
require(\biomaRt\)
# mart <- useMart(\ENSEMBL_MART_ENSEMBL\)
# human <- useDataset(\hsapiens_gene_ensembl\, mart)
human.mart <- biomaRt::useMart(host=\https://dec2021.archive.ensembl.org\, \ENSEMBL_MART_ENSEMBL\, dataset=\hsapiens_gene_ensembl\)
# rat <- useDataset(\rnorvegicus_gene_ensembl\, mart)
rat.mart <- biomaRt::useMart(host=\https://dec2021.archive.ensembl.org\, \ENSEMBL_MART_ENSEMBL\, dataset=\rnorvegicus_gene_ensembl\)
# human = useMart(\ensembl\, host = 'https://www.ensembl.org', dataset = \hsapiens_gene_ensembl\)
# rat = useMart(\ensembl\, host = 'https://www.ensembl.org', dataset = \rnorvegicus_gene_ensembl\)
# genesV2 = getLDS(attributes = c(\rgd_symbol\),
# filters = \rgd_symbol\,
# values = x ,
# mart = rat,
# attributesL = c(\hgnc_symbol\),
# martL = human,
# uniqueRows=T)
genesV2 = getLDS(attributes = c(\hgnc_symbol\),
filters = \hgnc_symbol\,
values = x ,
mart = human.mart,
attributesL = c(\rgd_symbol\),
martL = rat.mart,
uniqueRows=T)
ratx <- unique(genesV2[, 2])
# Print the first 6 genes found to the screen
print(head(ratx))
return(ratx)
}
# maybe try this : https://support.bioconductor.org/p/122534/
r.s.genes <- convertHumanGeneList(cc.genes.updated.2019$s.genes)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcTE9DMTAwOTEwNTI4XFwgXFxNcnBsMzZcXCAgICAgICBcXFdkcjc2XFwgICAgICAgIFxcTE9DMTAwOTExNjYwXFxcbls1XSBcXEhlbGxzXFwgICAgICAgIFxcRmVuMVxcICAgICAgICBcbiJ9 -->
[1]
[5]
<!-- rnb-output-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuci5nMm0uZ2VuZXMgPC0gY29udmVydEh1bWFuR2VuZUxpc3QoY2MuZ2VuZXMudXBkYXRlZC4yMDE5JGcybS5nZW5lcylcbmBgYFxuYGBgIn0= -->
```r
```r
r.g2m.genes <- convertHumanGeneList(cc.genes.updated.2019$g2m.genes)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcVHViYjRiXFwgXFxNa2k2N1xcICBcXEtpZjExXFwgIFxcQ2thcDJsXFwgXFxVYmUyY1xcICBcXFBzcmMxXFwgXG4ifQ== -->
[1] 4b 2l 2c
<!-- rnb-output-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuaGVhZChyLnMuZ2VuZXMpXG5gYGBcbmBgYCJ9 -->
```r
```r
head(r.s.genes)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcTE9DMTAwOTEwNTI4XFwgXFxNcnBsMzZcXCAgICAgICBcXFdkcjc2XFwgICAgICAgIFxcTE9DMTAwOTExNjYwXFxcbls1XSBcXEhlbGxzXFwgICAgICAgIFxcRmVuMVxcICAgICAgICBcbiJ9 -->
[1]
[5]
<!-- rnb-output-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuaGVhZChyLmcybS5nZW5lcylcbmBgYFxuYGBgIn0= -->
```r
```r
head(r.g2m.genes)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiWzFdIFxcVHViYjRiXFwgXFxNa2k2N1xcICBcXEtpZjExXFwgIFxcQ2thcDJsXFwgXFxVYmUyY1xcICBcXFBzcmMxXFwgXG4ifQ== -->
[1] 4b 2l 2c
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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxubGVuZ3RoKGNjLmdlbmVzLnVwZGF0ZWQuMjAxOSRzLmdlbmVzKVxuYGBgXG5gYGAifQ== -->
```r
```r
length(cc.genes.updated.2019$s.genes)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiWzFdIDQzXG4ifQ== -->
[1] 43
<!-- rnb-output-end -->
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```r
```r
length(r.s.genes)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiWzFdIDQ2XG4ifQ== -->
[1] 46
<!-- rnb-output-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxubGVuZ3RoKGNjLmdlbmVzLnVwZGF0ZWQuMjAxOSRnMm0uZ2VuZXMpXG5gYGBcbmBgYCJ9 -->
```r
```r
length(cc.genes.updated.2019$g2m.genes)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiWzFdIDU0XG4ifQ== -->
[1] 54
<!-- rnb-output-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxubGVuZ3RoKHIuZzJtLmdlbmVzKVxuYGBgXG5gYGAifQ== -->
```r
```r
length(r.g2m.genes)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiWzFdIDY3XG4ifQ== -->
[1] 67
<!-- rnb-output-end -->
<!-- rnb-chunk-end -->
<!-- rnb-text-begin -->
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuXG5rZXJhdG8gPC0gQ2VsbEN5Y2xlU2NvcmluZyhrZXJhdG8sIHMuZmVhdHVyZXMgPSByLnMuZ2VuZXMsIGcybS5mZWF0dXJlcyA9IHIuZzJtLmdlbmVzLCBzZXQuaWRlbnQgPSBUUlVFKSBcbmBgYFxuYGBgIn0= -->
```r
```r
kerato <- CellCycleScoring(kerato, s.features = r.s.genes, g2m.features = r.g2m.genes, set.ident = TRUE)
<!-- rnb-source-end -->
<!-- rnb-output-begin 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 -->
Warning: The following features are not present in the object: LOC100910528, Wdr76, LOC100911660, E2f8, AC129365.1, LOC120094818, Exo1, Dtl, Clspn, not searching for symbol synonymsWarning: The following features are not present in the object: RGD1559962, AABR07049223.1, Cks1l, LOC100364016, AC112018.1, LOC120102505, AC120066.1, Hjurp, LOC680565, LOC100912261, Ccnb2, AABR07015743.1, RGD1561694, Hmgb2, AABR07028615.2, LOC100362620, Nek2, Nek2l1, not searching for symbol synonyms
<!-- rnb-output-end -->
<!-- rnb-source-begin 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 -->
```r
```r
kerato[[]]
#remake column of nested list like cc.genes
# r.s.genes <- s_genes$RGD.symbol
# g2m.genes <- g2m_genes$RGD.symbol
# #nested list with equivalent titles.
# ratGenes <- list(s.genes = s_genes, g2m.genes = g2m_genes)
# kerato <- CellCycleScoring(kerato, s.features = ratGenes$s.genes, g2m.features = ratGenes$g2m.genes, set.ident = TRUE)
#this command reveals that not enough of the genes exist in the dataset for this analysis to be performed.
#even building a new seurat object with min.cells = 1 (only allows genes in that have expression in 1 cell) this fails
<!-- rnb-source-end -->
<!-- rnb-frame-begin {"metadata":{"classes":"data.frame","nrow":227,"ncol":12,"summary":{"Description":"df [227 × 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</div>
<!-- rnb-frame-end -->
<!-- rnb-chunk-end -->
<!-- rnb-chunk-begin -->
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```r
```r
kerato.tbl <- as_tibble(kerato[[]]) # Replicate original data
kerato.tbl$Phase <- factor(kerato.tbl$Phase, # Change ordering manually
levels = c(\G1\,\S\,\G2M\))
kerato.tbl %>%
ggplot(aes(Phase)) + geom_bar(aes(fill = Phase)) + theme_calc() + scale_fill_npg()
<!-- rnb-source-end -->
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<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin 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 -->
```r
```r
kerato.tbl %>%
ggplot(aes(x=S.Score, y=G2M.Score, color=Phase)) +
geom_point() +
coord_cartesian(xlim=c(-0.15,0.15), ylim=c(-0.15,0.15)) +
theme_calc() +
theme(panel.grid.major.x = element_line(colour = 'light grey'), axis.line=element_line(color=\black\), axis.line.y = element_line(color=\black\), text = element_text(size = 12)) +scale_color_npg()
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuXG50YWJsZShrZXJhdG8udGJsJFBoYXNlKVxuYGBgXG5gYGAifQ== -->
```r
```r
table(kerato.tbl$Phase)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiXG4gRzEgICBTIEcyTSBcbjEyNSAgNTEgIDUxIFxuIn0= -->
G1 S G2M 125 51 51
<!-- rnb-output-end -->
<!-- rnb-chunk-end -->
<!-- rnb-text-begin -->
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin 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 -->
```r
```r
#finding HVGs
# vst: First, fits a line to the relationship of log(variance) and log(mean) using local polynomial regression (loess). Then standardizes the feature values using the observed mean and expected variance (given by the fitted line). Feature variance is then calculated on the standardized values after clipping to a maximum (see clip.max parameter).
kerato <- FindVariableFeatures(kerato, selection.method = \vst\, nfeatures = 2000)
<!-- rnb-source-end -->
<!-- rnb-output-begin 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 -->
Calculating gene variances 0% 10 20 30 40 50 60 70 80 90 100% [—-|—-|—-|—-|—-|—-|—-|—-|—-|—-| **************************************************| Calculating feature variances of standardized and clipped values 0% 10 20 30 40 50 60 70 80 90 100% [—-|—-|—-|—-|—-|—-|—-|—-|—-|—-| **************************************************|
<!-- rnb-output-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuIyBJZGVudGlmeSB0aGUgMTAgbW9zdCBoaWdobHkgdmFyaWFibGUgZ2VuZXNcbnRvcDEwIDwtIGhlYWQoVmFyaWFibGVGZWF0dXJlcyhrZXJhdG8pLCAxMClcblxuIyBwbG90IHZhcmlhYmxlIGZlYXR1cmVzIHdpdGggYW5kIHdpdGhvdXQgbGFiZWxzXG5wbG90MSA8LSBWYXJpYWJsZUZlYXR1cmVQbG90KGtlcmF0bylcbnBsb3QyIDwtIExhYmVsUG9pbnRzKHBsb3QgPSBwbG90MSwgcG9pbnRzID0gdG9wMTAsIHJlcGVsID0gVFJVRSlcbmBgYFxuYGBgIn0= -->
```r
```r
# Identify the 10 most highly variable genes
top10 <- head(VariableFeatures(kerato), 10)
# plot variable features with and without labels
plot1 <- VariableFeaturePlot(kerato)
plot2 <- LabelPoints(plot = plot1, points = top10, repel = TRUE)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiV2hlbiB1c2luZyByZXBlbCwgc2V0IHhudWRnZSBhbmQgeW51ZGdlIHRvIDAgZm9yIG9wdGltYWwgcmVzdWx0c1xuIn0= -->
When using repel, set xnudge and ynudge to 0 for optimal results
<!-- rnb-output-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxucGxvdDEgXG5gYGBcbmBgYCJ9 -->
```r
```r
plot1
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxucGxvdDJcbmBgYFxuYGBgIn0= -->
```r
```r
plot2
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
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```r
```r
as_tibble(HVFInfo(kerato),rownames = \Gene\) -> variance.data
variance.data %>%
mutate(hypervariable=Gene %in% VariableFeatures(kerato)
) -> variance.data
head(variance.data, n=10)
<!-- rnb-source-end -->
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<div data-pagedtable="false">
<script data-pagedtable-source type="application/json">
{"columns":[{"label":["Gene"],"name":[1],"type":["chr"],"align":["left"]},{"label":["mean"],"name":[2],"type":["dbl"],"align":["right"]},{"label":["variance"],"name":[3],"type":["dbl"],"align":["right"]},{"label":["variance.standardized"],"name":[4],"type":["dbl"],"align":["right"]},{"label":["hypervariable"],"name":[5],"type":["lgl"],"align":["right"]}],"data":[{"1":"Lrp11","2":"0.10132159","3":"0.1180071","4":"0.9000956","5":"FALSE"},{"1":"Pcmt1","2":"0.39647577","3":"0.8686601","4":"1.0096118","5":"FALSE"},{"1":"Nup43","2":"0.35242291","3":"0.8840981","4":"1.2335429","5":"TRUE"},{"1":"Lats1","2":"0.13215859","3":"0.1594480","4":"0.8792477","5":"FALSE"},{"1":"Katna1","2":"0.27753304","3":"0.4580328","4":"0.9180106","5":"FALSE"},{"1":"Ginm1","2":"0.01321586","3":"0.0130989","4":"0.9719377","5":"FALSE"},{"1":"Ppil4","2":"0.46696035","3":"1.0730186","4":"0.9619933","5":"FALSE"},{"1":"Tab2","2":"0.15418502","3":"0.1752368","4":"0.7925035","5":"FALSE"},{"1":"Ust","2":"0.01321586","3":"0.0130989","4":"0.9719377","5":"FALSE"},{"1":"Sash1","2":"0.14537445","3":"0.2663834","4":"1.3005660","5":"TRUE"}],"options":{"columns":{"min":{},"max":[10],"total":[5]},"rows":{"min":[10],"max":[10],"total":[10]},"pages":{}}}
</script>
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```r
```r
variance.data %>%
ggplot(aes(log(mean),log(variance),color=hypervariable)) +
geom_point() +
scale_color_manual(values=c(\black\,\red\)) +
labs(colour = \Hypervariable?\) +
theme_calc() +
theme(panel.grid.major.x = element_line(colour = 'light grey'), axis.line=element_line(color=\black\), axis.line.y = element_line(color=\black\), text = element_text(size = 12))
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" 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<!-- rnb-source-begin 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 -->
```r
```r
#Next, we apply a linear transformation ('scaling') that is a standard pre-processing step prior to dimensional reduction techniques like PCA. The ScaleData function:
#Shifts the expression of each gene, so that the mean expression across cells is 0
#Scales the expression of each gene, so that the variance across cells is 1
#This step gives equal weight in downstream analyses, so that highly-expressed genes do not dominate
#The results of this are stored in pbmc[[\RNA\]]@scale.data
all.genes <- rownames(kerato)
kerato <- ScaleData(kerato, features = all.genes)
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<!-- rnb-output-begin eyJkYXRhIjoiQ2VudGVyaW5nIGFuZCBzY2FsaW5nIGRhdGEgbWF0cml4XG5cbiAgfCAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgXG4gIHwgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIHwgICAwJVxuICB8ICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICBcbiAgfD09PT09PSAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgfCAgIDklXG4gIHwgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIFxuICB8PT09PT09PT09PT0gICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICB8ICAxOCVcbiAgfCAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgXG4gIHw9PT09PT09PT09PT09PT09PSAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIHwgIDI3JVxuICB8ICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICBcbiAgfD09PT09PT09PT09PT09PT09PT09PT09ICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgfCAgMzYlXG4gIHwgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIFxuICB8PT09PT09PT09PT09PT09PT09PT09PT09PT09PSAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICB8ICA0NSVcbiAgfCAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgXG4gIHw9PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09ICAgICAgICAgICAgICAgICAgICAgICAgICAgIHwgIDU1JVxuICB8ICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICBcbiAgfD09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PSAgICAgICAgICAgICAgICAgICAgICAgfCAgNjQlXG4gIHwgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIFxuICB8PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09ICAgICAgICAgICAgICAgICB8ICA3MyVcbiAgfCAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgXG4gIHw9PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT0gICAgICAgICAgIHwgIDgyJVxuICB8ICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICBcbiAgfD09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09ICAgICAgfCAgOTElXG4gIHwgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgIFxuICB8PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT09PT18IDEwMCVcbiJ9 -->
Centering and scaling data matrix
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```r
```r
#run the PCA analysis of the dataset
kerato <- RunPCA(kerato, features = VariableFeatures(object = kerato))
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<!-- rnb-output-begin 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 -->
PC_ 1 Positive: Desi1, Abhd8, Bloc1s1, Dctpp1, Ftl1, Erlec1, Lrrc59, Nans, Csnk1g2, Cmtm7 Hspe1, Ybx3, Rpa3, Fkbp2, Zcrb1, AABR07035541.2, Bola3, Cdk2ap1, Tceal9, Atp6v1d Rps18, Cdkn2aipnl, Mrps6, Tipinl1, Sms, LOC100360087, Bola2, Tctex1d2, Uck2, Mrpl36 Negative: Krt17, Cnfn, Krtdap, Krt10, Hspb1, Fabp5, Sprr1a, Klk6, Krt16, Dmkn Mfap5, Ly6d, Elovl4, Cryab, Tmem251, AC139608.2, Lrba, Sdr16c6, Atp6v0a4, Nfkbie Wdr41, Endou, Sbsn, Slc34a3, Nr5a2, Tgm3, Klk7, Cenpf, Cdkn1c, Lipn PC_ 2 Positive: Cldn4, Psapl1, Dsg3, Tacstd2, Cyp4f39, Ppl, Spint1, Sptbn2, Tgm1, Tmem45b Gdpd3, Prss27, Acsl1, Evpl, Clca2, Fam129b, Sbsn, Ide, Serpinb11, Grhl3 Dmkn, Gprc5a, Serpinb2, Ctsa, Krt17, Nectin2, Atl2, Hspa5, Atp6ap2, Hk2 Negative: LOC100364435, Rps23, Rpl21.3, Rps2, Rplp0, Pdgfa, Rps12, Lmo1, Mt2A, Rps27a.1 Ftl1, Rps15a, Cavin3, Rps14, Slc25a4, Cav1, Rgs10, Hmgn2, Mt1, H2afv Tmsb4x, Wnt6, AABR07026311.1, Stmn1, LOC100360087, Fth1, Emp3, Cda, Wnt10a, Ifitm3 PC_ 3 Positive: Fabp5, Gltp, Rps23, Rpl21.3, Tmsb4x, Rplp0, Rps12, Rps15a, Rps2, Rps14 Rps27a.1, Hopx, Gpx2, Perp, Cysrt1, Gng5, Ly6d, Rab25, Dbi, Arpc1a Dmkn, LOC100364435, Sult2b1, Sprr1a, Krtdap, S100a16, Rbp2, Fth1, Msrb1, Gng12 Negative: Snhg11, Klf8, Tnc, Slc2a1, Col3a1, Ctsl, C1s, C1r, Hspa5, Thbs2 Ptgs2, Dpp7, Jag2, Fn1, Slc1a3, Clu, Fst, Cers4, Igfbp2, Ccdc80 Lamb1, Apoe, Wnt6, Gigyf1, Hsp90b1, Slc1a5, Pdgfa, Phpt1, Igfbp7, Dsg3 PC_ 4 Positive: Fstl1, C1s, Igfbp2, Kitlg, Igfbp5, Jag2, Tmem205, Akr1b1, Ifi27, Slc1a3 Arl4a, Lef1, Traf1, Tspan17, Slc25a4, Tp53i11, Tmem136, Apoe, Rerg, Akap12 Fam117a, S100a4, Tnfrsf21, Lztr1, Spon2, Mrps6, Cers4, Cnpy4, Igfbp7, Zfp358 Negative: Mki67, Racgap1, Cenpe, Cdca3, Hmgb2l1, Cenpa, Psrc1, Smc2, Ckap2, Kif20b Tpx2, Cks2, Arhgap11a, Ndc80, Kif2c, Cenpm, Cdca2, LOC100359539, Cenpf, Aurka Ect2, Kifc1, Top2a, Spag5.1, Fam83d, Sgo2, AABR07069282.1, Prc1, Kif11, Spc24 PC_ 5 Positive: Fam92a, Ahcyl1, Ptpn12, Clca2, AABR07044001.4, Chn2, Prkag2, Jup, Dsg3, Serinc5 Hist1h1b, Hist1h2an, Ldah, Pacrgl, Bspry, Bfsp2, Gatad1, Ptpn21, Aktip, RGD1560394 Epha2, Fam131c, Map2, Pkib, AABR07049695.3, Dnm1l, RGD1309036, Dph3, Ocel1, Snhg11 Negative: Hspb1, Glod4, Krt17, Anxa1, Sprr1a, Cnfn, Krt15, Ldha, Psmb6, Krt10 Fdps, Anxa2, Ttk, Tuba1c, Gstp1, Dstn, Tuba1b, Dbi, Anxa8, Prdx1 Anp32e, Ttc5, Actb, Tubb6, Mdh1, Prkar1a, Kifc1, Klk6, Kif20a, Sec13
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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuIyBFeGFtaW5lIGFuZCB2aXN1YWxpemUgUENBIHJlc3VsdHMgYSBmZXcgZGlmZmVyZW50IHdheXNcbnByaW50KGtlcmF0b1tbXFxwY2FcXF1dLCBkaW1zID0gMTo1LCBuZmVhdHVyZXMgPSA1KVxuYGBgXG5gYGAifQ== -->
```r
```r
# Examine and visualize PCA results a few different ways
print(kerato[[\pca\]], dims = 1:5, nfeatures = 5)
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<!-- rnb-output-begin 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 -->
PC_ 1 Positive: Desi1, Abhd8, Bloc1s1, Dctpp1, Ftl1 Negative: Krt17, Cnfn, Krtdap, Krt10, Hspb1 PC_ 2 Positive: Cldn4, Psapl1, Dsg3, Tacstd2, Cyp4f39 Negative: LOC100364435, Rps23, Rpl21.3, Rps2, Rplp0 PC_ 3 Positive: Fabp5, Gltp, Rps23, Rpl21.3, Tmsb4x Negative: Snhg11, Klf8, Tnc, Slc2a1, Col3a1 PC_ 4 Positive: Fstl1, C1s, Igfbp2, Kitlg, Igfbp5 Negative: Mki67, Racgap1, Cenpe, Cdca3, Hmgb2l1 PC_ 5 Positive: Fam92a, Ahcyl1, Ptpn12, Clca2, AABR07044001.4 Negative: Hspb1, Glod4, Krt17, Anxa1, Sprr1a
<!-- rnb-output-end -->
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```r
```r
#visualise the PCA coordinates of genes
VizDimLoadings(kerato, dims = 1, nfeatures = 20, reduction = \pca\) + coord_flip() + scale_x_reverse() + theme(axis.text.x = element_text(size = 6,angle = 45, vjust=1, hjust = 1))+ scale_colour_npg()
<!-- rnb-source-end -->
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<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-chunk-end -->
<!-- rnb-text-begin -->
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuIyBwbG90IGNlbGxzIHVzaW5nIHR3byBQQ0FzIGFzIGF4aXMuIFxuRGltUGxvdChrZXJhdG8sIHJlZHVjdGlvbiA9IFxccGNhXFwpXG5gYGBcbmBgYCJ9 -->
```r
```r
# plot cells using two PCAs as axis.
DimPlot(kerato, reduction = \pca\)
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuXG5cbm5hbWVzKHFjLm1ldHJpY3MpXG5gYGBcbmBgYCJ9 -->
```r
```r
names(qc.metrics)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiIFsxXSBcXENlbGwuQmFyY29kZVxcICAgICAgICAgXFxvcmlnLmlkZW50XFwgICAgICAgICAgXG4gWzNdIFxcbkNvdW50X1JOQVxcICAgICAgICAgICBcXG5GZWF0dXJlX1JOQVxcICAgICAgICBcbiBbNV0gXFxwZXJjZW50Lm10XFwgICAgICAgICAgIFxccGVyY2VudC5yaWJvc29tYWxcXCAgIFxuIFs3XSBcXGxhcmdlc3RfZ2VuZVxcICAgICAgICAgXFxwZXJjZW50Lkxhcmdlc3QuR2VuZVxcXG4gWzldIFxcY29tcGxleGl0eVxcICAgICAgICAgICBcXGNvbXBsZXhpdHlfZGlmZlxcICAgICBcbiJ9 -->
[1] .Barcode .ident
[3] _RNA _RNA
[5] .mt .ribosomal
[7] _gene .Largest.Gene
[9] _diff
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```r
```r
# umap_largest_genes_1 <- DimPlot(kerato, reduction=\umap\, group.by = \largest_gene\,label = TRUE, label.size = 3)
# umap_largest_genes_2 <- LabelPoints(plot = umap_largest_genes_1, points = largest_genes_to_plot, repel = TRUE)
#
#
# umap_largest_genes_1
# umap_largest_genes_2
# plot1 <- VariableFeaturePlot(kerato)
# plot2 <- LabelPoints(plot = plot1, points = top10, repel = TRUE)
# plot1
# plot2
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```r
```r
#In particular DimHeatmap allows for easy exploration of the primary sources of heterogeneity in a dataset, and can be useful when trying to decide which PCs to include for further downstream analyses. Both cells and features are ordered according to their PCA scores. Setting cells to a number plots the 'extreme' cells on both ends of the spectrum, which dramatically speeds plotting for large datasets. Though clearly a supervised analysis, we find this to be a valuable tool for exploring correlated feature sets.
DimHeatmap(kerato, dims = 1:2, cells = 300, balanced = TRUE)
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Warning: Requested number is larger than the number of available items (227). Setting to 227.Warning: Requested number is larger than the number of available items (227). Setting to 227.
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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuRGltSGVhdG1hcChrZXJhdG8sIGRpbXMgPSAzOjQsIGNlbGxzID0gMzAwLCBiYWxhbmNlZCA9IFRSVUUpXG5gYGBcbmBgYCJ9 -->
```r
```r
DimHeatmap(kerato, dims = 3:4, cells = 300, balanced = TRUE)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiV2FybmluZzogUmVxdWVzdGVkIG51bWJlciBpcyBsYXJnZXIgdGhhbiB0aGUgbnVtYmVyIG9mIGF2YWlsYWJsZSBpdGVtcyAoMjI3KS4gU2V0dGluZyB0byAyMjcuV2FybmluZzogUmVxdWVzdGVkIG51bWJlciBpcyBsYXJnZXIgdGhhbiB0aGUgbnVtYmVyIG9mIGF2YWlsYWJsZSBpdGVtcyAoMjI3KS4gU2V0dGluZyB0byAyMjcuXG4ifQ== -->
Warning: Requested number is larger than the number of available items (227). Setting to 227.Warning: Requested number is larger than the number of available items (227). Setting to 227.
<!-- rnb-output-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuRGltSGVhdG1hcChrZXJhdG8sIGRpbXMgPSA1OjYsIGNlbGxzID0gMzAwLCBiYWxhbmNlZCA9IFRSVUUpXG5gYGBcbmBgYCJ9 -->
```r
```r
DimHeatmap(kerato, dims = 5:6, cells = 300, balanced = TRUE)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiV2FybmluZzogUmVxdWVzdGVkIG51bWJlciBpcyBsYXJnZXIgdGhhbiB0aGUgbnVtYmVyIG9mIGF2YWlsYWJsZSBpdGVtcyAoMjI3KS4gU2V0dGluZyB0byAyMjcuV2FybmluZzogUmVxdWVzdGVkIG51bWJlciBpcyBsYXJnZXIgdGhhbiB0aGUgbnVtYmVyIG9mIGF2YWlsYWJsZSBpdGVtcyAoMjI3KS4gU2V0dGluZyB0byAyMjcuXG4ifQ== -->
Warning: Requested number is larger than the number of available items (227). Setting to 227.Warning: Requested number is larger than the number of available items (227). Setting to 227.
<!-- rnb-output-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuRGltSGVhdG1hcChrZXJhdG8sIGRpbXMgPSA3OjgsIGNlbGxzID0gMzAwLCBiYWxhbmNlZCA9IFRSVUUpXG5gYGBcbmBgYCJ9 -->
```r
```r
DimHeatmap(kerato, dims = 7:8, cells = 300, balanced = TRUE)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiV2FybmluZzogUmVxdWVzdGVkIG51bWJlciBpcyBsYXJnZXIgdGhhbiB0aGUgbnVtYmVyIG9mIGF2YWlsYWJsZSBpdGVtcyAoMjI3KS4gU2V0dGluZyB0byAyMjcuV2FybmluZzogUmVxdWVzdGVkIG51bWJlciBpcyBsYXJnZXIgdGhhbiB0aGUgbnVtYmVyIG9mIGF2YWlsYWJsZSBpdGVtcyAoMjI3KS4gU2V0dGluZyB0byAyMjcuXG4ifQ== -->
Warning: Requested number is larger than the number of available items (227). Setting to 227.Warning: Requested number is larger than the number of available items (227). Setting to 227.
<!-- rnb-output-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-chunk-end -->
<!-- rnb-chunk-begin -->
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```r
```r
# NOTE: This process can take a long time for big datasets, comment out for expediency. More approximate techniques such as those implemented in ElbowPlot() can be used to reduce computation time
kerato <- JackStraw(kerato, num.replicate = 100)
<!-- rnb-source-end -->
<!-- rnb-output-begin {"data":"\n  |                                                  | 0 % ~calculating  \n  |+                                                 | 1 % ~14s          \n  |+                                                 | 2 % ~13s          \n  |++                                                | 3 % ~14s          \n  |++                                                | 4 % ~14s          \n  |+++                                               | 5 % ~14s          \n  |+++                                               | 6 % ~14s          \n  |++++                                              | 7 % ~14s          \n  |++++                                              | 8 % ~14s          \n  |+++++                                             | 9 % ~14s          \n  |+++++                                             | 10% ~14s          \n  |++++++                                            | 11% ~14s          \n  |++++++                                            | 12% ~14s     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|+++++++++++++++++++++++++++++++++                 | 66% ~06s          \n  |++++++++++++++++++++++++++++++++++                | 67% ~06s          \n  |++++++++++++++++++++++++++++++++++                | 68% ~05s          \n  |+++++++++++++++++++++++++++++++++++               | 69% ~05s          \n  |+++++++++++++++++++++++++++++++++++               | 70% ~05s          \n  |++++++++++++++++++++++++++++++++++++              | 71% ~05s          \n  |++++++++++++++++++++++++++++++++++++              | 72% ~05s          \n  |+++++++++++++++++++++++++++++++++++++             | 73% ~04s          \n  |+++++++++++++++++++++++++++++++++++++             | 74% ~04s          \n  |++++++++++++++++++++++++++++++++++++++            | 75% ~04s          \n  |++++++++++++++++++++++++++++++++++++++            | 76% ~04s          \n  |+++++++++++++++++++++++++++++++++++++++           | 77% ~04s          \n  |+++++++++++++++++++++++++++++++++++++++           | 78% ~04s          \n  |++++++++++++++++++++++++++++++++++++++++          | 79% ~03s          \n  |++++++++++++++++++++++++++++++++++++++++          | 80% ~03s          \n  |+++++++++++++++++++++++++++++++++++++++++         | 81% ~03s          \n  |+++++++++++++++++++++++++++++++++++++++++         | 82% ~03s          \n  |++++++++++++++++++++++++++++++++++++++++++        | 83% ~03s          \n  |++++++++++++++++++++++++++++++++++++++++++        | 84% ~03s          \n  |+++++++++++++++++++++++++++++++++++++++++++       | 85% ~02s          \n  |+++++++++++++++++++++++++++++++++++++++++++       | 86% ~02s          \n  |++++++++++++++++++++++++++++++++++++++++++++      | 87% ~02s          \n  |++++++++++++++++++++++++++++++++++++++++++++      | 88% ~02s          \n  |+++++++++++++++++++++++++++++++++++++++++++++     | 89% ~02s          \n  |+++++++++++++++++++++++++++++++++++++++++++++     | 90% ~02s          \n  |++++++++++++++++++++++++++++++++++++++++++++++    | 91% ~01s          \n  |++++++++++++++++++++++++++++++++++++++++++++++    | 92% ~01s          \n  |+++++++++++++++++++++++++++++++++++++++++++++++   | 93% ~01s          \n  |+++++++++++++++++++++++++++++++++++++++++++++++   | 94% ~01s          \n  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~01s          \n  |++++++++++++++++++++++++++++++++++++++++++++++++  | 96% ~01s          \n  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 97% ~00s          \n  |+++++++++++++++++++++++++++++++++++++++++++++++++ | 98% ~00s          \n  |++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s          \n  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=16s  \n\n  |                                                  | 0 % ~calculating  \n  |+++                                               | 5 % ~00s          \n  |+++++                                             | 10% ~00s          \n  |++++++++                                          | 15% ~00s          \n  |++++++++++             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 | 85% ~00s          \n  |+++++++++++++++++++++++++++++++++++++++++++++     | 90% ~00s          \n  |++++++++++++++++++++++++++++++++++++++++++++++++  | 95% ~00s          \n  |++++++++++++++++++++++++++++++++++++++++++++++++++| 100% elapsed=00s  \n"} -->
| | 0 % ~calculating
|+ | 1 % ~14s
|+ | 2 % ~13s
|++ | 3 % ~14s
|++ | 4 % ~14s
|+++ | 5 % ~14s
|+++ | 6 % ~14s
|++++ | 7 % ~14s
|++++ | 8 % ~14s
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|+++++++++++++++++++++++++++++++++++++ | 73% ~04s
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|+++++++++++++++++++++++++++++++++++++++ | 78% ~04s
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|++++++++++++++++++++++++++++++++++++++++++++++++++| 99% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100%
elapsed=16s
| | 0 % ~calculating
|+++ | 5 % ~00s
|+++++ | 10% ~00s
|++++++++ | 15% ~00s
|++++++++++ | 20% ~00s
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|+++++++++++++++++++++++++++++++++++++++++++ | 85% ~00s
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|++++++++++++++++++++++++++++++++++++++++++++++++ | 95% ~00s
|++++++++++++++++++++++++++++++++++++++++++++++++++| 100%
elapsed=00s
<!-- rnb-output-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxua2VyYXRvIDwtIFNjb3JlSmFja1N0cmF3KGtlcmF0bywgZGltcyA9IDE6MjApXG5cbkphY2tTdHJhd1Bsb3Qoa2VyYXRvLCBkaW1zID0gMToxNSlcbmBgYFxuYGBgIn0= -->
```r
```r
kerato <- ScoreJackStraw(kerato, dims = 1:20)
JackStrawPlot(kerato, dims = 1:15)
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-chunk-end -->
<!-- rnb-chunk-begin -->
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```r
```r
#elbow plot , shows SD of PCs, elbow is where significance should begin to be negligible.
ElbowPlot(kerato)
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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/>
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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuI0hlcmUgaXMgd2hlcmUgd2Ugb3B0aW1pc2UgdGhlIG51bWJlciBvZiBQQ3MgdXNlZCB0byBjbHVzdGVyIHRoZSBjZWxscywgYW5kIHRoZSByZXNvbHV0aW9uIG9mIHRoZSBjbHVzdGVyaW5nIGFsZ29yaXRobS5cbmtlcmF0byA8LSBGaW5kTmVpZ2hib3JzKGtlcmF0bywgZGltcyA9IDE6NylcbmBgYFxuYGBgIn0= -->
```r
```r
#Here is where we optimise the number of PCs used to cluster the cells, and the resolution of the clustering algorithm.
kerato <- FindNeighbors(kerato, dims = 1:7)
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<!-- rnb-output-begin eyJkYXRhIjoiQ29tcHV0aW5nIG5lYXJlc3QgbmVpZ2hib3IgZ3JhcGhcbkNvbXB1dGluZyBTTk5cbiJ9 -->
Computing nearest neighbor graph Computing SNN
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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxua2VyYXRvIDwtIEZpbmRDbHVzdGVycyhrZXJhdG8sIHJlc29sdXRpb24gPSAwLjQpXG5gYGBcbmBgYCJ9 -->
```r
```r
kerato <- FindClusters(kerato, resolution = 0.4)
<!-- rnb-source-end -->
<!-- rnb-output-begin 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 -->
Modularity Optimizer version 1.3.0 by Ludo Waltman and Nees Jan van Eck
Number of nodes: 227 Number of edges: 5790
Running Louvain algorithm… 0% 10 20 30 40 50 60 70 80 90 100% [—-|—-|—-|—-|—-|—-|—-|—-|—-|—-| **************************************************| Maximum modularity in 10 random starts: 0.8002 Number of communities: 4 Elapsed time: 0 seconds
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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuaGVhZChJZGVudHMoa2VyYXRvKSwgNSlcbmBgYFxuYGBgIn0= -->
```r
```r
head(Idents(kerato), 5)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiQUFBQ0dHR0NBR0dHVFRBRy0xIEFBQUdBVEdDQUdUQ0dUR0MtMSBBQUFHQVRHR1RDVEFBQ0dULTEgXG4gICAgICAgICAgICAgICAgIDAgICAgICAgICAgICAgICAgICAyICAgICAgICAgICAgICAgICAgMCBcbkFBQVRHQ0NDQUdHQUFUR0MtMSBBQUNDQVRHQ0FBQ0NHQ0NBLTEgXG4gICAgICAgICAgICAgICAgIDEgICAgICAgICAgICAgICAgICAwIFxuTGV2ZWxzOiAwIDEgMiAzXG4ifQ== -->
AAACGGGCAGGGTTAG-1 AAAGATGCAGTCGTGC-1 AAAGATGGTCTAACGT-1 0 2 0 AAATGCCCAGGAATGC-1 AACCATGCAACCGCCA-1 1 0 Levels: 0 1 2 3
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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuI1Bsb3QgVU1BUFxua2VyYXRvIDwtIFJ1blVNQVAoa2VyYXRvLCBkaW1zID0gMTo3KVxuYGBgXG5gYGAifQ== -->
```r
```r
#Plot UMAP
kerato <- RunUMAP(kerato, dims = 1:7)
<!-- rnb-source-end -->
<!-- rnb-output-begin 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 -->
10:38:31 UMAP embedding parameters a = 0.9922 b = 1.112 10:38:31 Read 227 rows and found 7 numeric columns 10:38:31 Using Annoy for neighbor search, n_neighbors = 30 10:38:31 Building Annoy index with metric = cosine, n_trees = 50 0% 10 20 30 40 50 60 70 80 90 100% [—-|—-|—-|—-|—-|—-|—-|—-|—-|—-| **************************************************| 10:38:31 Writing NN index file to temp file /var/folders/17/t98thp9n3zb7xfm2pnqtq84w0000gn/T//RtmpIwncH7/file7bfa6950cc50 10:38:31 Searching Annoy index using 1 thread, search_k = 3000 10:38:31 Annoy recall = 100% 10:38:31 Commencing smooth kNN distance calibration using 1 thread with target n_neighbors = 30 10:38:33 Initializing from normalized Laplacian + noise (using irlba) 10:38:33 Commencing optimization for 500 epochs, with 7930 positive edges Using method ‘umap’ 0% 10 20 30 40 50 60 70 80 90 100% [—-|—-|—-|—-|—-|—-|—-|—-|—-|—-| **************************************************| 10:38:34 Optimization finished
<!-- rnb-output-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuRGltUGxvdChrZXJhdG8sIHJlZHVjdGlvbiA9IFxcdW1hcFxcKVxuYGBgXG5gYGAifQ== -->
```r
```r
DimPlot(kerato, reduction = \umap\)
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuRmVhdHVyZVBsb3Qoa2VyYXRvLCBmZWF0dXJlID0gXFxjb21wbGV4aXR5LmRpZmZcXClcbmBgYFxuYGBgIn0= -->
```r
```r
FeaturePlot(kerato, feature = \complexity.diff\)
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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RgBRsA/EGAGxD/uA48ijxAgOw95gaXAYGgUKUT+tPCNGzdOjILE/7JqhRZtYkqIyDYBDVcBY3EAuqvC008/LVQGdI2kBu68rVPZ3BBJHtCQVgTL+uKLL0BWpZCq58knn8yyaZqrzAwsXrwY0ANHzAmNb8XY+/XrB4QPGr7a2iGJjxx8C2OWAHqD2JiFVatWAXrv2Mq62lHawJB0g6RG1I5MFOQM46+IQwoKJwcuc6Z+mTp1KqBbrvigsbDchLiP8kH//v0FE4MGo+KeYhwQ+RJvGQFGwJ8QyNZMlQswAgUMAZR8WMltFX+HTj8UDIxcOGXCsNzWunXrOi1LbVBMDwosJpPScwZzoMinxXbMmDG2dqZNm+ZwjVxs5TGRyy6R0guGXGqR0bCVkcvSVukBQ/Vk11OlGy6dzxgHBBkSW3u0j9IDKiaIksfJfZAH0OXLl8V5cv+Vz1P7J06cEOddecGgWitT3BVl/BCqjFlnbW1S29QuzT0jueoDpTfWevXqObQhj1EZnIy9YDIiyseMQP4hwBIQfEoxFS4EyJsFGQZhAyF7YBACFD4c44IA2SEovUIonDdJPeiNXJlinuwO0JVWhGaXJSa+RJLsLTBeCSCjYuuGjC7JS+X999+3nctq5+OPPxZSE5IC0dxl1Qp5ucydO1cYhFL9a9euwUsvvWRr6n//+x+QESzRkCFDgNQjRCStIMkPRk4Vx87+kdqGbE6UWJPnipLuvfdeBxURqYYyGukqy2fcpzDxyMSIhHfyvaP7g0HdbCqdjHX4mBFgBPIXARXxPvk7BO6dEcg/BJKTkwHf4IX3BC2UynwnrkZFLp+kpiD1THaeK67acPc82WDI3jqVK1e2qUNoDKQSImZEubC72y6VozmQWzJ5idDc5YU7J23kpGx8fDyQVxExPxlz3pBtCOFJid+ISC1E6iBPiO4puRyTWkyp/vGkLa7DCDACvkOAGRDfYcstMwK5RsAVA5Lrhv2oAZojBiEDzGkjRkXSGLLf8DVD5EcQ8FAYgUKJALvhFsrbzpNmBPIfAfKkwSR4QpJDUguZ3nvvPWY+ZDB4ywgUYASYASnAN5enxgj4MwIUvwOTyIEy6it58pCnDxMjwAgUfASYASn495hnGMAIkHstJp8TMyCjyoJEZLtC7sAU/ZQMTjELsc9jqRQk/HgujECgI8A2IIF+B3n8jAAjwAgwAoxAACLAbrgBeNN4yIwAI8AIMAKMQKAjwAxIoN9BHj8jwAgwAowAIxCACDADEoA3jYfMCDACjAAjwAgEOgLMgAT6HeTxMwKMACPACDACAYgAMyABeNN4yIwAI8AIMAKMQKAjwAxIoN9BHj8jwAgwAowAIxCACDAD4uZNwyyhgFk93SzNxRgBRoARYAQYAUYgKwSYAckKHcW1hx9+WGRJVZziXUaAEWAEGAFGgBHwEAFmQDwEjqsxAowAI8AIMAKMgOcIMAPiOXZckxFgBBgBRoARYAQ8RIAZEA+B42qMACPACDACjAAj4DkCzIB4jh3XZAQYAUaAEWAEGAEPEWAGxEPguBojwAgwAowAI8AIeI4AMyCeY8c1GQFGgBFgBBgBRsBDBJgB8RA4rsYIMAKMACPACDACniPADIjn2HFNRoARYAQYAUaAEfAQAWZAPASOqzECjAAjwAgwAoyA5wgwA+I5dlyTEWAEGAFGgBFgBDxEgBkQD4Hjap4hkJxghbRkq2eVuRYjwAgwAoxAgUFAW2BmwhPxewSmv5YCJ/aYkQEBeOvbEKjTUuf3Y+YBMgKMACPACPgGAZaA+AZXbjUDAn/M1sOxHRLzQZemDEmDxLsWUeqfDXrY+Vsq6FNZMpIBNj5kBBgBRqDAIsASkAJ7a/1rYnG3rGDU28ekwW9e4h0rLB4fD1dOm0ClAlg1MwXe/T4GoooxX2xHivcYAUaAESiYCPCTvmDe1zydldmEjMRnqfDJ04mw4cc0p3237GbnddUaEMyIRmuBi8dNYDYCmAwAKvw2rvsuBeaMNMD8MQYwm61w/YIFPuieBM/XS4QfJjhv22mHfJIRYAQYAUbArxGwrwp+PUwenD8jMLpXIiTctoLFDPDLl3rQ6lTQrm+ww5BrNNHCyB/DYOkXeihTVQ2PvxUMSXEW0AZJzAcVViMDsv57M8ReN4MGzUN2rzaDPtlka+evRUYoX0MN7R7DSh7SnWsWOHvEDBVqaaBUJea/PYSRqzECjAAjkGsE+AmcawgLdwOpSRZIiTNDkM4CoaFk02GFnX+gOMMJVamvgXfnh0H/0SEQHKaCYmU10LJ7iCgZEq4ClUYFd27pwIqmICQRSUGPmeAwx4bWLTSAxeKZrciV02Z4+4Fk+G5MGnzQLRmO7UTRCxMjwAgwAoxAviDADEi+wF5wOp36UiJoUKVCNhzEOAQHW0EXhAduUtcXwmHwF1Hw+HsR0LJHJKph7HWT4kBIVexNWeHOVQtMeDoZ+8o5E/LJ0ymiqeR4qcUFHyqMUuyd8B4jwAgwAoxAHiDADEgegFyQu7BIjixiisSEkBrl9RnhOZpyxTo6qHlPEHR5Xgvlq0sMiBZVMM9+qIPP/woX6hiVygpaUhgi33HnugVuXlR0nKE38qa5ft4CJqMjk1KyguPX/fZVx+sZmnF5aEHblB8n6GHMYymwdoGjtGfXH2Z4qZEBuofr4eIJ12N02ThfYAQYAUagkCDANiCF5Eb7apqNOwXBhu8l41AyIi1ZUQ0arV2KkZN+VcjB/O/vEPSKsUBwKEDxchLD8OhwHayahUap6eYgKQkApLJxRsScvNclRRi0piYBTN8RBtHFpXaeeDsYJg9KFW3rUwGeH+dop+KsPWfnRvVKgevnJJuX88cMQvrz0IAgOHvYAqN72G1WBtUxwk/XgqBoaedjddY2n2MEGAFGoLAg4PhKWFhmXUDneeOiFYa2MMCDOj0sGm9fCHM73aQ4K3w3Ng2+HJYCNy+ZHdQf3V4IhTaPBkMJlC606h4Eb82Nym13UK662sZ8UGMPDQiG6BLpkhG0Px08KdTGVGTs7LW2KZCGmhZiPgCrfDXc7jlTp5UWPl0VDo+9EQwvTgwGKwoozh5Gy9kc0tXTEvMhV9u2QsJ6/3oLBEkmLeJSVDGAU/tZCiLjxFtGgBFgBJQIsAREiUYA7xvSrPBkJQOoNZJaYd5oE5SqrIIHn0EDjVyQ0WCFYa2T0c7DCsVLG2DaEJQu4MI+YklRCI2Q+NfewzNYiqb3Z8K6P07Sw5mDFuj0lBba9vHMe0WNxqmf/BEJt9GDJRgX+IgY13xzdHEVxMemq1Zwc+G4IwNQurIaDKkaGNcvBaUoIKKyPj8+GO7t4f7YCNcb56U+hO1LehfVGmPbaXaGJuE2QJUGrseai9vCVRkBRoARCHgE+OkY8LdQmsCVM+gxEo52EriO0oe8R/astS+Gnk7z+G4zhGBbZSroIQgNTGnBJVo4BvUg2dCbnVJg4xITnD9mgbkY22PrCkd7iWyqZ7pcrIw6S+aDKtzfRwtBqL6RqefQzIzFtFdQ/4JEIeGJlk/N2bjeXyB1QNKOyvVVUP9egO/HpkC9e1Xw2gyJ4StTDeDL7TpUSaUDJnXl8H8duhV/3E8v4p44XOADRoARYAQKAQIsASkgNzk1Ed/I8U9mELw1rciiKgyRjt4o2LbStOPKyaxVPKmYcM4miUgfzIYfTXAOVR5kHNp/dCjogl0vzp6On+w8Ykqp4NQ/FmjUVgNtemXON0NMgXJs8RilNScUU0oNcw6HYxwTK3zYMxF2XJZwP7LVCGNWREH3Idn/rFZ8bbSpyQ5tBpTKGODl/2VmlnIyLi7LCDACjEAgIcASkEC6W1mMNQTjapDhpkzEiCRhrpW1C7JmFOTyrrZV6mnQZiIIUhIVqhxsu2qjzAu7sg3yYilaRsFg4O6Ff82wfaUR9q41wYiHk3DRzdnCr2w/q/3O/YNg2P9CnDIfVO+pEZKhRmiE1MpLkxSGG4qGz5ywQr/2ZmhZxgyH9jqOlYKtndhtkmw+8BLZk5AL8an97uG99AvHctt/y720SjF03mUEGAFGwO8RyP5Vze+nUHgHeHyPCeaO0sOtS1Z44dNgaHC/Gvats9hsG04fssLFk0bMQGuB17/x/O26+4tBGH1UB+sWJMH1syao3jQIOj/n3O5DvhsUC2TEwlB4+8EUwRjFlFRh7heLCLtOEVMpfPuZQ2Ygw9C8pvI1NPDF3+EiM2/pKmqoWFvBXKUP5i5Gdn2wjt1+pHcLZOaOqqFmPTtTFRalsnnmUDWSQoVH26+7mteJvRZhJEteQ7LESlYHuarD5xkBRoARKGgI5P3Tv6AhmE/zuXXZAhMH2D085ozQw4jvQ+HhFzSw8GMj3LwsvbEbsMiBv82YedYKkTHZL46upkN1H30jEuJuWtDQlRbO7NsqUR5VFYfCRVTTw1tM8N1Hku0F9UHBwMKLZN+Gq/Hk9jwlvGvR1bUAcPdmgKgiAAkYDI0oDKUlOzdaHRiQhm110KSjDpk+I6qTANr3C4bqGHI+OyJGJRgNYI14byieGkH52BvZ18uuXb7OCDACjEAgIcBPvUC6W4qxkndHeLS0kNNpMry8eMKMXi9B8M9GM2xaarZFESWXVFKJ5JZ++DgZjmwxoKcHQOfnQ6DLILvOhwxNaTGtUt9xUSdJiA6FLy276TC3iwGObTeL417Dg51KHnI7Rm/Vr1zDznxQmymIYZ1GmRmmZ8eGQc9hFsFERJdwnLursTRsq0ZpCYaex+BqJAUxYUT43sP4p+gKLz7PCDACBRMBfuoF6H2lhV4OKU5TMKBwoW66OmPARzr4e4nZFnDrvQU6dJnNvHjKU9+G3imr5hgh9ooVJv0ZhkacmRfSg38bYP86u7fIX9+lQe2WOvQC0cL/huph/19mMYYaTdTw6e/ObSqGTw+HuyhBodDtJIHwZ6rdQAUzflHB0EetUKwkwBsfq6DF/c4xLFIyZ3OZ9Z5JqMlSElTQZaAannpP5zKwmj9jxGNjBBgBRiA3CDADkhv08rEuuaSO/zUU3ThToRRGH+33TpAI4EVDCotUwU8XQ9D91YoBuzDpm9IYNMOY/ztghm8/sDMWr7dLgZn7wjMxLKQ2ILdTkn4QkcohBc8d3mrG5HNmivkl6Py/Ftjxuwnjajj/asXkcLFOb9bl5uYlCsuOqpFmahyfPAqXxXN04aE+ajgrabJyVC+rwiu/McHfizHLb7o2av1CCwz4MKsafI0RYAQYgYKJQM5e3QomBgE7qwo1NfDtgQgYvzIM6t/nuOCr0SOjKgbByor5oIkf2ujojRGOdg+X/7MbX8rg1LlXB2Y0HiV7Bcr3QgtozWZa+PkLg5SMDs9p0odAodLzgg78bYLBTfXw6bMGeLxCGty94WVuIcMk0tBr5/dFFvhrhef9UH4Ymfmg5ompcycnzcHNZnjzgVR4smqKiKuSYWh8yAgwAoxAwCHADEjA3TLvDrhiHcevQDIaXZap6niOejy02QTqkCCIi9fBPV2DYNzqaGHoevqgtBjLNqlkz9DuscxeJd4dNTFAVvj4CewMSTA8yBjNeMcuyfF2f2ZMQNcszALjh1nhtT4WeKq1Z26zLbvasSH7D7LPKV8ja8kNMYSf9tcjY2gVXjfvdk3DkPiZmURvz5nbYwQYAUbAlwhkXml82Ru37XcIkHFor2GShWppDDFOap2IDN4pR7aZYOE4A2aYtQqDyfWLrWhIiosm8h7KqKO0oJIXji8CjGUEjhiecGXaGRzLRYzb4StaMgOjzCJMSenSnVNHAf7ZkfP+iAF5d54WSpQHaPGQGn48G+yQvM+ot8LedSY4ttPO4BzdgfY8Cq/nCJRSUeI7JkaAEWAEAhkBR7l9IM+Ex+4UgU1LUmDfWj1G/rTABz/GQFhUZp6z96vBQB9XdGCDSbjSytdpMaR09xQ/o3lnDWz/1Yw2I5J65un3PY83Iref1ZZy08wZZcb4JgBNOmlg2wqzcAum2CKvf+0FV58sOicVE0l4iMgrhrx+PKH7e2uBPhnJglKW/rVS0YaH7GskSdLQz4Ohcj016DHBnkxJKKXK6G0kX+MtI8AIMAKBgkDmp2CgjLyQjpNUAaRyIBdcsvPIivauSYVNS1JtzMOXg+Pg3e9j8E0+63oZ26zSANUGmNNFJvK+oey3RK9ODYY2j5hRlWCFxu01mIcmZ23Lbbq77V3GBMk4f7MYjgoGjdWKXDVNkRkhDxxfUZ+BKvj0VckQl2xgajYAaHqfd+f660yjYKaI+SAi497uL1qgdnMNDJ+mg2nDjUBSqiGTg6BUJd/NVeqd/zMCjAAj4FsEmAHxLb5ebT05wQojeujhxgVJFbLgWEgmdYmyw//2Gm3MB503Yw6WBJSEFC1jt0NQlne137aPDi6dtMC6hdIC+Po3oRAabl98m3TMWXuu+snu/A2M+JqIb/8U9lymS6dUMOp733+NQzHU/WGTGtYtwyBioSro2NM+f3ksud0SUyXb0lBb5HEkMVogwso7y2uT2z65PiPACDAC+YUAv0blF/Ie9DugThpQ1luhBsD1b+LzWRtdVm3iqJIg74uo4p7d8qc/CIbvjkfAZ2vCoUwVz9rwYMoOVUg1QUHNZCIPEjmfi3zOl1uNRgVdn1D7hPmgcXfuj55GyITQvMjNuXpjtVC/+HJO3DYjwAgwAvmFgO9fHfNrZgWw3+jigLYc6RND+4PTBxWiACfzbdE1BHb/boDYyyaILKqGoV9G5Vj94qTZfDsVicaxn69FdQQmiCMVVLWGKnjzm7yRvuTFpKMw8/DCE6GwZTna1GCo9vse4Z9nXuDOfTACjED+IBDwTziLBXOTkFK+EFDbRzXw+yy7d0Tr7lkvvuOfTILYSwAWixbuIuNCcTPaP26vc3CTGX6dYQIjClI+XBzk9UBevrgljdupYU28CtLQKLNYae+rQXwx5py0ScHUHngq65+lFa1fJw8yweZlmNQO7UWW3wyCIiUKHhY5wY3LMgKMQOAhEJAr97///gvdunWDqKgoCAsLg3vuuQfWr1+fJfrJyclQp04dqF27tsPnxRdfzLKeP10c8GEQ9ByigVr3qODJ97Tw2lcKfYSTgd68YEHmw35hF0pDZKLcLWP7GZApscDRHRYY2CgNlv0vBb5+NQH+25/u6iEX9rNtOGahLYjMh7swf/6CCdbOl5gPqjO0uQHVch665LjbKZdjBBgBRsDLCGT9quXlzrzR3J07d+DBBx+EsmXLwuzZs6F48eIwbdo0wZDs2rULmjVr5rSbI0eOwIkTJ+Ctt96CiAj0GU2n6tWry7sBsX12dNZMh3ISxTEbbSxmzSUSxo3pL8mHtxjhl2l6EctDn6oWRp0p8VbYsswAOp0VZr2ZBC9MjIA6rR1tSJRt837+IUAByZQUe0Vy240qqjzL+4wAI8AI+DcCAceArFy5Eq5evQq0bd68uUC3ZcuWgiFZsGCBSwbk8OHDgvGYPHkyLsaBLa5etyAV41/oIemuFT74IQpdYu1qFeXX7fUZ4TCqR6IwaixfSwOvfROOTIYefposJXQpUQbg7i1MapeoxTDrKlBjdlaZdq/WZ8mA3L5mhgWjkuHaWTMmVAuBB/rbM+PKbfDWNwi066uGI9skVRwFfyPDVbIfYWIEGAFGIJAQCDgGpEmTJvDNN9/YmA8COzIyUkhC4uLQR9MFEQPSqFEjwXyQDj0QmRCzyQq/fJkKu/7QgxXXH+KjJvZPgPF/FMmUPI5goKy2U7dHgVFP3iLSAvXzF+nZ5NJxiiyCqeSRfylWUm/L5UKXQhRutulFbRuK1vlpv/SQoHh2zZw04drb9AH3pTO2xngnxwj0Ga6FuJsAf3xrhjot1TDyh6x/xpQZee8aC9S7Tw3dBztnVnM8CK7ACDACjEAuEcj6yZXLxn1RnRgQ+ihpx44dcP78eXj77beVpx32iQHR6XQwcOBAWL58OURHR8Orr74qVDLOmBFS5+j1uHKnExm75iX9PssIW37BENwoWBizjMJ1A7z9QIJwwbWYJGYiKMgKoRiV9PYVM5Sv5fxWUtAxCiEuU7nqaodkc3Rt7sEQiL2ihSkvJon+KtTRwhPvKWJ/y5XTtzcvUuRTlQg+Jl86d9gIzIDIaPh+O3C8FuiTHS2bYoIZb0rSEjJa3b/eDFXRe+i+XhqRrDC7+nydEWAEGAFfIaBCaYBd7u6rXnzYLhmXtmnTBmhLdh7Bwc5DihcpUgSMRiO8+eabUKFCBZg7dy7s2bMHxo8fDyNHjsw0QrIxuXbtmu08edpMnDgR3nnnHds5X+0sn2aExZ+JUJ9CylG/jRp6DFbDvFEpQCHHJcLcJFqryEQ76a8ibkcgJeZhbN8kW7jvj5ZFQMl0FQ4leKNgZc7Ctcu90lafYoVR3eNsY6GYFU+PCocGbVkCosTJH/a7R+mFpwyNRa3B7wvyLGoUgtD3aOxyHbTsxhIRf7hPPAZGoDAiENAMSFJSEvTs2RP27dsHmzZtgqZNmzq9hyaTCRYtWgS1atWC1q1b28q0a9cO9u7dC2TYGhKC0Z8UdPLkScGwyKfI02bcuHF5woC80SFNZD6V+6bAVK9N1yBTkgoGDCYmkRXKVlXBsKmRUKSkozNTcrwF9q0zCrfa1j0yMwUUNp1sNyicd3i0Y1259ey2d29iZti+8ajmUUGbPiHQvp8jftnV5+tZI0Dqtu/HG9EjyQId0HX6QQxS5gm9dr8Bjm7Hdwz80wU7vmtUb6KC6TudM+ye9MV1GAFGgBHICQLZy3Bz0loelo2Pj4eHHnoIiFH4888/XTIfNCStVgvPPfdcptH17dsXtmzZItog+xAlEbOipLyMNVK7uRqunjHbJAwUkrtGMzWoMAa5Fl9YyWYjPFoDIxcr08FSojSrqPf588mgQ36AbD82/6yH97/HEKIKIvVJ1Ya5u/UxyPR8sTlG0SrvehMBYkJvXrSK78Dpf1D9h1q3B5/JzIQc3W5BexArNO+iFiHiM47hw5918HhZA6rM0iPoKgrcvubIkCgu8S4jwAgwAj5HwLPXX58PK+sOEhISoHPnzsLuY+PGjQ5SDWc1U1JS4NChQ0JNo7xOxqtEeclcKPt3tT/oEx0GlpKulkEpx8x9wTC2d6JYjIQDD65Hj7zs+OaalmyFkQ8nwNQhyaKiMd3W9M41C5w/JqlzXPXH5/0LAUOaFa6fk5gPeWR/L7bp3uRTsHCMCd5qa4TJA0zQI8wAd29kZiiKlVHBshs6KXy/XFMyIWLph4wHbxkBRiBfEAg4BoRMVrp37w6XL1+GrVu3QuPGjbMF7vTp06Lc9OnTHcqSMSoxITVq1HA4n98HZDg6a38oLL0SCtO2hqDHCyVAw1Ep1pej2x2DhU0akARpmCKepB4SkX2IWUQMzWn2W7kF3uYPAhTYt0T5dC4Bh0BWWmcOOxpBx92ywqKxZhHDhaKhkjvud6OdM5o7frVAkMJLmsK8j/hRC8ScMDECjAAjkF8I5E4Onw+jplgfxHiQBwvZb9BHJjIcbd++vTh87733oEyZMvD6669DgwYNhNsuBSwjhoVsRWbNmiVUNyNGjMhk/yG35y/bqBK4uijWClKvVKrraDwYhtoYCkhlJ/R+wbtboTZA+ZqOZe1leM8fEdAGqaBhBx1s+N4gItmajCrQGzRwBCPWNrgXvwtIxJQEIyOhlwRe4vguuuY6o6hiKltWXbqeioxqiXJSO87K8zlGgBFgBPICgYBjQObNmydw+eqrr4A+SiKbEJkBWbJkiQi9TgwIudn+8ssvMGjQIOjSpYuoQtFQR40a5dQDRtmmP+wHBavg/UXRMLZPPNp+qKB51yDo9LTilRYH2b5fMPwwLjV9obGiWkkSlyizx/rDXHgM7iFAxr13bmuFRMtqlbjP4FA7FxpTEjPzDlLDymkWtO+QmIrXZzn/Od/fRwNbMcHdFnTDJUnI0yM0In6IeyPhUowAI8AI+AaBgPaC8QQSClYWGxsLVatWzZHtB+WcGTt2bJ54wXgyL6pzYq8RFoxMRk8ZcreUGBBiVh5/1x563tO2uV7eImA0WKFrlElIQMht9oGnkAmdm5nB2PmbGeJuAbTopnZQqdxAA9btK82YBZmMV6V6ZHSqwbaKIPPCxAgwAoxAfiOQ+YmW3yPycf8UD4Q+BZFqN9fB6KVRMKZXHARjHLGG7YKg7zsop2cKOAR0qIZZn6qFfX9hXBa0la7XyrnKpHXPzOq1+FgrvNhIL+J9kE3Q1uUW+Hh5kAODEnCA8IAZAUagwCFQ6BiQAncHM0yI4npM3shZyTLAEpCHpDps/mDOpRXzRhmFxxTliCE6hrYj185aoExV50yMVMr+32KxwndjLfDvLiv0HKqG+3u5V8/eAu8xAowAI5A9AsyAZI8Rl0hHgOKM/DQhCc4cNEHZ6hoYODES1Vg5XyAZUN8iEF0CEwuiYERmQNLQUFUX4v59erWNGY7vkdyA964zw4iFVujcP7Okxbez4NYZAUagoCPArzYF/Q57cX4Tn4qDo9uMkJJghdMHTPDrtBQvts5NeQuBfu9idmOUfpAajkKv9x+tgeJl3WNAyPbk2E7HGCQrv5Hsibw1Pm6HEWAEGAFCgCUgAfg9SIqzQjIyAaUqes4/bl1ugEsnzdD8IR3UaOre14AYDwzGaqPjuwzQG9jGxAaIn+yERargt7vBGILdAhExKqjW0P3vCbn3lqoIcOOiNBmKL0JMCRMjwAgwAt5GwL2Vx9u9cnseI3BslwkmPGsQjAAtDvMOh4qcL+40mIZJ5PavN8GuVQY4uVeKrLlthREGjA2Blugtkx1VqqeFc0fw1RrXI4rIGlHE/YUtq7bPHTHA5ZMmqFhHB5XqZQ43nlVdviYhkJpohW/fT4FzR81wb080Pn4rBBq1y7nahFy+v/hLC8/UNEE4xpYpWgbg6x38mODvGSPACHgfAX6yeB9Tn7VISeTG9TPY2ieXyh8nGuG5MdkzD2S/MaxVEoSgwIJsAoiovgkDqq5faHCLAXn+k0gMCX9X2BfUvEcHT32Ye/feo1vTYNnkJKEqILVBz+Hh0PQBxxgn0mj5vysEKDrwG+0TBVNIEowNPxqEq+2D/R3D9buqn/F8+RoqWJushYQ7FLCMmE331DcZ2+Hj/EEgLckChzenYvJBFTR5APVwTIyAnyLADIif3hhnwyKXylB0yaTQ20RmFGJcRe8Gd+jvxUZQ492WmQ+qQ4sVSVES77onYg/CQFifrPWuh83y/2FYTiTZYHLzklRmQAQi7v9LSUBmEgVHZkV0/oObTJhB1zUDQkzLpp+lUP0PPKURi5Wyx5AwFYTw2qWEJCD2Tagu+/LFW6DF7wO9XGxfkQzDphdnJjIg7l7hG6R3ZOiFD7d8mTGF1K7eSI2Lhb37vm+4p7IgZkPtcLdxgUFpiA6rf/hT7iUZ9hHlbK9kRUc1QfxN9xiqnPVSsEvTfaTIqEoqX8PhZisvif1X7tXD7PeN6G5rhH6V04DsipgCH4H961LEiwYxH0QUlPDScQVnKp3m/4yAXyCQ9VPKL4bIg1AiMHJRiIhs2b6vBj76ORhqNHFcwJVllfvt+2JGVNTeUGh2YmBqNtPAu/PC4cstkSK8u7Kst/bNJissHncHJj9zAyY8fgOS4zJndO39ppSROBQNJ4kGTymYQeK8hamzdjRaFXzwvcREkoSs7aM6ePJ912qsE2j/c/28FQyYMZmkavR9+OvH9KAhzjrgcwGDAKldlJ7xxIBwMsqAuX2FbqCsggnAW/7s6OxtPjJOKxhF6rMPRMD+v0wo+cBkZ/f7/tYv+ugOXD0tGa3SeH4YexcZjOIOQytVSQvvLCoK186YgKQhUcXcY6gcGuEDwUTO3I9Wo24QLUhBmNCQGBAiUt3wIiVhEej/G3cMhU2Lk0CFGbTJxqtG82AoW8M9KWmgz53HH3gI+H4VCjxMCuyI6U25RZe8eRgl3rFAKhm7KiT7t684SkCObTfgImiFhu2DoHqTnDNVBfZG+Xhi1Rur0f1aA9t/NYsw70aUjD38AjN+PoY9x82TBPHvHxLh6ikjNHsoDOrf7yjVun01BY5sv4Uu+UZo91hFiIgOQgNxFbw5ryRcOIaecqh3LVWZH/E5Bp4r5BkC/O3MM6gLT0cbf0yBTT+lCpWPRquG0FCLMHaNiLFr/Ga+EQ9XUepBtik/TwIYs7IoKLO9Fh608memb84MgoeelYxQG7dXs5Fi/tyGLHudMTwWkuMtwuX+j2/Q0hh/K/XbSkxIcrwBNv9yyVZ/3cJz0HVgNQgNlx7pZrTq/uu7O/gbtEK5msHwyKslbWV5hxHwFwTsK4K/jIjHEdAIXESDt7++l5gPmojFooaQSA006hACQ7+S1C+XThjhwr8mYX9Adilksb9ndbo+IKBnH1iDr3evBpo9oEEXaEcD1sCaRcEcrT7VAkl3JeZDnuGhjanyLtrwJDvcN12wGu5ck64n3jHB2m9vC+aDKlw9rYejWyVvM1sDvMMI+AECzID4wU0oSEOggFghEfYFjZiLNo9FQNeXoh0emGSDIJNF4fiSnGCBnb/p4dAmKd4JvQHSh4kRKEwIEFMYWVTxeMaflBYzJMsUVSwYXdft+k2j3oLlJTVmSqIZw/Db61L04uR4NjKWseOt/yDAKhj/uRd5PpKTe02oKzZBzXu0ULm+d74KlevrgB6TFF+ERMbkZdGgraN9R4XaOqhQSwtnDplEvhI9ppS5t1cIGPRW+Lh3vHAX1uPLXImKqZBw2yLaaNs3GHoOyzowRdwtM8x5NwHfBC3CoPXVGcj0oE6ciREINATIKPjpD2Ng5uu3RYyW0lW10PddyUOMGI/189IgIS4ESlZJw9+QBpp2Kg1RRSX//OLlgyTmhL766TxK3fty5mp/aGMCnNidBPoUMzw5shyOwc7QBBqW+THebt0AElBr5i3q3x/gpZe81Zr/tKNCQyU7G+0/4/K7kYSFhcHYsWPhnXfe8buxeTKgXb/rYcmENFsE0mc+DIV7ujgyCnK79MA7e9gobDQoXHp2RIalv05PQpdfFbR7IhRiSjk3cKRcMlS2busg8ZD9fUYKbF6iF6nk5T5UWJUCcRJD8+KkCGSWnPdPkV4/7IGhO9OJyhNT8/BgzlUjY8LbwEOAbDhM+PsLUUg0Zr0eC3evm4X9FM2oTHUtPPdJMYfJ0e9h3fxYwYA37hSJxqgSc+JQyMXB0a0JsOu3OOkq/vaiimrhsXfLcOZrF3g5O10B4zXevevsimfn3v4A7eQ+9ayuP9fyzmuvP8+Qx+YUAWI+iOQIpGvn6Z0yIBaLFcOv3xauu2nJVmjRLQS6D836bSoIU7/3fVuK7+Gs8/hYC5w9ZIaSlTRQrrqdOSF1jRCfOKlEsSrIs8YV0YOaypDEhYjEzuePcgAmCQ3+768IJMeb4fT+NKAow3VaZ5bwkdpFqXqheZiRuVC+Nl4jV/cMRBKUboNLZDjr3uGFY3ZbE5KgkEqHwruHRdl/q+61VHhLBSNwIbL4yQswaCW5shda8q8mWK7mX/cjz0ZTuorjrY+97Hxx3748VUgfiPkgOvBXGty8mPmB5+7AY69aYFSPRFgyKRUm9k+Cf/6WbD2ofvt+oWDBpomRoDTy9JsTqhzcGvCZWK+NcwkN1Q0JV0OZavgzxbIyNXvQ/bc+uQ5vGQFPEaBcTRPwOz30ngR4o11CtlmEDWkWmP/eDdi2LB7WzY2D5V/EutV17dZ2Ayr6vhct613GoFwNe/s0IGLu6ffF5D4C9OTx5qegSgoK6rzc/6YU0pLPfBQGnz+XhG81+IaDusr3FjmXapBdBj3kZD0dea3Qx1OaNkyyxk9JkFr8+fM0aNJRYixC0Xh18qYicGy7EWi/LEpHlkxMFll3Oz8XimJoBXfhZAAvfBYF5N5L1KxzMLTq4Rg3wUkVPuUEgUT0vqB7HFOKFx0n8Lg89UZbTNJEX1H8alPOpQWjUlFtmFmqITew67dE9BLD4un8/PWzRrh91QjFyjpXM8r1Oj4TCakokbh4zAiVG6A79SDX0ka5Tk62jTtFQ+wVA5w/kgpFS+vgoRdKiPgiOWmjsJelhTXru5gzhLzLYuasb1+WZgbEl+j6cdvla2pg/KpIuHLKLBZ6B4t7xbhbPhyKdhmpItmZeNsqo8Hynn9tipVRC/213EVShkR4ZP3fsJ1d0jFoguPDlTxi5o9IhMv/maHefTqILqGBvWv1kIoMzYfLi8Ar0zmUu4ytJ9t96w0wb1SaYEDKYT6Z0UvCWffvJpAZVYD/7XcMvJexGQqbrmTuScr494+ojgkxoO1SWCbVi7L+w0OilYdi/8KxNNj9eyK+UFjg8Q+KY5C5nC9begzdfvOiBe7vWxweeDZrhj/TABQnTh9IgKPb4iAJXYJ7vVYBImK8uRwrOvLTXS1yofTxFmGkHm815Vft8CuOX92OvB0MBQar1ULn6O6XYQgRRdQwamkx6PxcOHQfEgHDvsrdAt/rFUm8G5QunOj9qqO4N0P3DocWDC/98aNxcOmkZIB3dJsRti5LQ/00Smnwmzy+bxzqq52rkhwa4gOnCNy9YYHZ70rMBxW4fs4CG37IhbjLaS8F92S9+5AxV6wTNe/JmgFo9lCEMLiWbZ9uXg6BA38aYfcfepjwVJxIJOcuWiQ5WfnlHUxpYIR49Ab79s0baOCds99CHCaCfLN9IkwZkgyv358It1yoZbMb043zqbDz11hIvC0FGlzx5SWcS9bMWHZtBtp1Yre8+cn6mxRo6NjHywyIHQvec4EAGZW27hkKTR8MwTc2xRPWRfmsTleqq4WPV0YCMSKvTg+Hjk+5b6dBb4hau3BEdCMPR94unUTx35k8QSAZpUikkpPJjGtG/G3vvcXJ7RbU7YsTQ6FaQw2UKK+CB58NghfwOCsKClHDq7PLQLehRaFWq2jx3SbjUrKDos+Zg+4bUZ/aJ9lqyf1RvqdbF92vT/U+6JYkGKJU1CQRzXo7Be1YLLBq5i2Y++5lWDP7lgjvLl11/f/qaYURKxYLClVD3M2cjcV164FxRVbBeIsJKagLteey9MD4HvAoEYGzGG9j7xo9Li4q6PGya510XoFFtgX393GP8UhFicaZgyYIR0lMpXoa1I+r4eYFjBCZvi7SVmY+aPxXnHgE5NW8Ar2fslXV6HKpBorCSQnqiDr2y8DxSaf5vxMESH34zvycuX2rMXVtlYYhGO9Gj9/pdBcubJsMWun36i7FlEKBv0LgQcx6VPGcPd6LlVPB7St2hvPKaQvMefuKza7l/NE0lGzEoXt7TJbDKlbW8bdtwO9TdElaigsPqVH9Qh9vkUq05f73wVv9+rqdnH1DfT0abt/rCFw6YYLpw6RXGtJRk83HkCmOdhVe79RLDaalkMoFA5Oh/JHeyrq9FIIqoGgY1/cuhEeqoWnnIDiMEVNvXbI/ednzxXPwKZHZR0vDYeHYVEDva+j0ZDAaIRbUdy/PcfJWze3L4+Hf7anCZuOFz0tB1YZaOLXfJCQhbR4NQYbb/UW7VsswuHbWAIf+TsHMyGroOjgGVas5E9x3eCIIfv1ab3Nlf/jFILh8XHJpl+d8/kgaGr6mwukDiRCEwcla9iiWSSpasW44/jaLwoF1d9BGSwdtHy+FMYRyNha5v0Dd0sLqzcXV018hhfnyRGqdmpqKObyyluB54954DaPLly/Dvn37oESJEtCsWTMICcms29fr9bBw4UJxvWnTpt4YP7eRDQJrvrWLQylGxkXMwUJeDpGKxHDZNJFvl39CDxhKGS+/2a1fkAYtuwfD+D8wyk86PfhsKMwfmSTCtVNW3fYY+IzJcwToLf75cfkvJfN8BoFR88D6JDi4IdnmUfb96JvwwhelUVVhAS0+lYu4CN6X1ezaP1kE6OMpdUJ1aInyaji2w4TMkAZadguCX74IQomj3Q4oPFoFGxZet3URH2uEhwaWsR3LO/XuK4JG4p6PRW4nULfEbnmT5coJA5KUlATjxo2D5cuXQ2xsLHTo0AG+/fZbKFasmFtwzp07F4YPHw7Jyb5XZ+dkXi4H//HHH0PlypWhd+/e0KZNG6hWrRr88ccfmcoTMIMHD4bff/890zU+4RsESlTQCAmC3Dq5B1KE0kAgyo4rq1povCLIWAapJr21D5oYCcMx7HpG5uM/fJv8c4EeTqMKh4kR8CcErp4y2JgPGhe54ybHmaF4OY1HzIe35tawrQ6efD9UMB/UZs9XSggVJ9mB1WoRhmohxx/g3et6dDkuXAam7mAte8F4a5uThXrEiBGC+Zg1a5ZYa8+dOwedOnVyy36HmJaXX37ZrbLu4JBdmZzMy2lbv/76K3z00UdQs2ZNmDJlCsarfwmI0ejRowd89tlnTuvwybxDoPvQUPEAocBe9BnyZbiIapp3I/C8pwcHoBQNn3c63JAapgW+kblyF87Yy4ENBvjixRT4baYeJg9MgR2/GdCg0iJyy2Qsy8eMQF4jULmBo52EEePtRMR4/s5MUs0L/5qBQrA7owR0d1+/zAL7Nju/7qwOnaMcMEOmVoBBk8pDx2eKQZGSlGdGhRJHDSTFadFeyOqQZFJu558NKbDxR8rLVDiZf3rFo8XVWx93XxkPHz4MX3/9NXz++efQsWNHIRBYvHgxHDp0CP7880/59mTaxsfHw9NPPw2PPvooVKlSJdN1X53ItQpm5syZULJkSaCJa0l2iESMB0lD3n//fYiKioKhQ4f6avzcbjYIUKyByZtiMLCQWQT3Iv1woFAxjPD4ydoicGijAfXaqkxJ7bKax5wRUqh5OWjaks/QvRQfnBRRtdsLQdBnuOMCkFVbfM19BE7uvYPftTQoXzMCKtVVuNS430ShKFn//nBIumtGO4lkKF5Bi+kNijpdyN0B49wRM3z6TApmocYAaBjn738bwx0Y9cR4K3SpZMa8MJjOIA6Tmn2kgqFjPGN2qjSMRIN2Wa1rRamNzqYilcf6yxd30XAcjWpRqrN3TQo8/l4MJrssXL83Db450cdb5K5B64YNGyAoKAi6du1q67p27dpCQLB69Wro0qWL7bxy58CBA7Bt2zZYsWIFkMRk1KhRyss+28/1avTff//BE088YWM+aKTR0dGwZs0aoXt69dVXWeXis9vnfsMk2g0k5kOeGUVEbdUjOEfMB9Uljw4lUXZdYj6I1swzwKkDhfPNTELAN/93/n4Njmy9jcaQyRgc7gaqvnC1Y3KJQKueUfDy9DK4QJdA1YZnDAE1TswHETEf5BG24COJ+RYn8d/HL1ogDYsQ80G0YJIVbt/wbHEkTxiRHkG0pIJgcve9bLcRodgjpw9IzAcVISZk9x++tyUQw/Gjf7IXjLe27kpATp06JewwiQlRUtmyZeHGjRvKUw77ZJNJa3mvXr0czvv6INcSkMjISDh//nymcQYHBws9FNmEPPnkk7B582ZhJ5KpIJ9gBHyAwPMfh8LHTyTjg10KNU/qJznxXhCqdBIzRGD1wRAKXZNXTklh9uWJnz0UD9UbF5EPeesBApQtmuygyB7KFYWi5CM1HXoqe+WU3SuM6kSi16xsyE3HxIzbmQg64z4VyeDuq0d3X/J0UVJopAq91tIZHBy2AdU0hY3a9FCB0Wi/Z3tWWUTKC3dxqN5UBeVr2esXK+1ezcTERCha1G6kL9eKiYnJkgEhoUF+kONrogcjII8XknaQCiYjFSlSBNauXSs4MhIJkZcMEyOQFwiUq6GBzzdEwKBPwuCD78MwwJIU9poevHp8G6xPUSuZvIpAZFHHhUhfyKJfehVMbOz0QQNMHnAXs1HfgZ8+k1zpnfXRuqfOFsSMrrd42PHtd/AofA9HHiAUQ5QQI97nBRUULWFf3Jy16epc9SZh0LiTlDcqDNW5vV4rjrma7NIbCq7Wa7jEdIag9JKivD7xQdZxQ1z1FcjnL5zA+EWH7R8TRnFWB7n/uX3dXpfaSUVGzx3SoJ5Nrc68rJMrrsFgl1S501ZelMn1U3jkyJGwZMkSaNSoEbRo0QLWr18v7D7kwZcvXx7++usvYQzTvXt3+TRvvYCABYM1bF95FeNgpOLbvRV6vly10PnbZwUjuRrXv0/6MU5eHw6LPtHjw1IFj7wchPk2PHsAZ9VfYb/Wpnc5WDP3PC6GauFp1fm5yoUdEo/nT+HU571vZzoo3k31JmmYZBHFdxmoXd9g+BHVKkHBaJORqIYvh2M+pbZWqN5I+o6XrqCCbWg0+vcKKxQpDtD24cwLVIYmszy8t1cRDEbmWrJVsW4wDJteQrj7l0D7FjIgp5g+waGkIiocv7vY6xmkrAi5JgdmMEl465NkKRLeDXd5hzJlyghtQ8YbGBcX57AuZ7yeX8e5ZkCqVq0Ku3fvFn7DO3fudBq8hNxyt2/fLtx7yBKXgqMw5R6BzT9fFgZ/ckubfroMDz1XST7krQIB8p4Z+gU+AZl8hkB4tA56D6+Giw0ZPOOwCmg4AABAAElEQVTCg1E+mTxDIP6WRURClbNGUyu3rzp3dz260wpmixZuXZP6Cke14/E9dgaEzkZgVNWeA3x/P+5cMwuD94p1tFCmqg5zM1lh0nMpcP08RtdFs6up2yIwSZ7vxyEhkX//SQhBRr/eIidCDadNly5dWsT+sKBft1ISQvYfZA7hb5RrBoQmVL9+ffj7778hLS0NdDpHMaw8YWJUSB1DlrZhYRzoSMYlN1uD3lHXm3Db/0RsuZkf1w08BDRaNYRH5e4NO/Bm7f0RR5dU2+0osHl6Z2v6QGbpB/Vcs4kKXWLtY0hOAKjXOu8X+dP/GOC70QnCzZ9Cwb/xbQy810UykKXRkfBj5lup8Obsgv/8V2tR3YIfb5G7NjsUdIzCYGzduhXatWsnur9w4QIcO3YMSFvhb+TVJ4Wz6KcZJ0xcmDIKKnnJEEBMOUegQi1JF0s16cdNSZ+YvIMAqbSWfpEKE/snwtp5jl4F3umBW2EEnCNw47wJJvSLF2osC7qOV6yrgYEToqB4eeev1JXrqmDqRulaxdoAk1aroWr9vGdAiPkgIuaDaOVXieh5J3bFP2KizqLLcGEgUjt58+MuA9KwYUPBeLz11lvCOeTWrVsiDEbr1q2hX79+Nujfe+89+PLLL23H+bWT7yvW7Nmz4ebNm/k1/4Dut26rYlCjaRH8kWuhYp1I6D64SkDPx58GP+HpJNi2wgBXz1hg9Rw9rF/ETIg/3Z+CPJYpL8gLuTRLq0WF9h/OJcsyDk3aq2GLVQeLjuugVVfnjIpc1ldbitWjpJsXzdDsQcdxN33AK0J3ZTd+ua/RYBwQL37UKvelKZTuhDQRVTCgWLly5TD+kQnmzJnjYH9DdpukkchvKhzfhvxG2Yf9N+5QAujD5F0EbioS3FHLe9cYgXJlrF+oh5sXLdDp6WAoWy1/HvTenan7rR3aeBdO7E5El08zPPJKOYgp7eht4X5LXDIrBCJiUKWicBO/ftZR1ZpVXW9eS4qzgtFghRhUB7lD9z8WCmvnpoAGeQ7Kpkw2CBcweV1rjONDjHyj9lro8VIOLDHd6dRPy6jw0UAfr5F7t0B0V7FiRSB7TJJ+kFeMM7fcrLQOb7zxBtAnL4gZkLxAmfsIOARKV1HD9XPSg5/UW/SZ8EySyLxrQSny/nVGeHlqONRsVjh+QhePJ8PhLfG4sEhvYr9OvwL9PqiI+n5vPmUD7mvikwG36hkCm5ek2rLS9hzmO+PppDgjbF16C+JuGERm26qNpEzZ21YaYOHHepEMsk5LDbw3P3u7jft6h0GpSloMRmeAPav1+FvB7wq+uacmpcLYlTHoHeUoIfEJeH7SKNlfu2s46s6Q6fmTU6LEsP5OhePp6e93gcfndwi88lU4jOqeiLkwANVbGnh2TCh81MseaIuSh80dkSLii7wxK6zAS0NuXtTbmA+6WRTvIeG2kRkQH3xzH+gfigu5BjNXG6FaYx3UbuUbSZPJYIHlX1y2zWDbslgIDsM4EtoQmDMCU2en03/7zbB5mQHaPeZ8HCumpcLu1UZIvGOFyRui4MAGIybaS18xkQehDMuUCqJ0lcKz3Ki1Fpy3+2oTGWtXW7Xae2256iM/zheeb0R+oMt9BiwCUei2O2VLFJhR2hGE+XQoEBDFMaAokkRkUEciahI1f9w3Gcb9FiFSmUtXC97/0lVC4OjWeNvEKOR2ZDEdemqgy20kS0FswHhpp0HboBynH8hp13euGwQjSfdSpuvn0iC6ZLAwHk1Ov930XU+47XwBXDk9Ff5aZPe+m/RcEjzwjOOyQlFRi5QsXN8RIQHxQGoh34eMWy82lbHpfD12/Kbk61C4c0bAvxCgNzeKHEkUijkvXpwUBtNfTRFSESO+IBLzIa6h1PrkXiOsW2CGiyfM0PHJIGj5cMHSdZevGQb3P1Yc83rcwcVEB80eKgY/T7iOUWUtKAUCzJZaTmROlRDh//6IAN2rf3ckCYlEg7YREIUMpJL5oDFfPavFPDEYeROFfeR5QSHc6f62e8zRmFSe39nDeFFBdzGCZ+MOwXD5pBn2/2lAOyE1DJoQGTAZuBVTydWu7AGTq0YUld31glFUCYhdZkAC4jbxIP0BgZrNdPDp6kggkfTsdyi+gfRekopRC5f9D71k6GGNnx/GSwm7WnQtWExItcaRqBKQbARmvnbJdktIP/33D3fgoYEYZpPJLxEgt/IFI64Ihpq+o7t+i4NBk8tDj2Hl4Pevr2AmXQ0c2hoCl5Zq0fDUKJjJll1UuFWhZE8L0183QcXaKnhmpCMjQikNzhy0MyEmZMrDMOhZv/cj8OOXUOTJoEhl4k21iSc2IHky0Vx2kgPb2lz25KPqnkRV9aSOj4afZbNxN3CheysWPul7A/5eEgsnT54UOXco4BtT/iAQUUQNTTvpYMBYyTAwujg+lEcHgxWfwfRgl2nv2nTxiHyigG1pYZKJRPS3LtrF8PJ53uYPAvGoLrl9zVFlcmJXsmA+KBopSTV0aBB66Xia8GR6dlwVKFGlLJw/GSFUjCTxoCi2LboGQaW6OpjzgRlTPqC9yFQzTHvF8XvdeUAIerlIuWiqNdbApPWRom7+zNx/epUlIN7aFlQJSEAyIBTpjQKp1KhRQ7gY9enTB27fvp3tt++7776D9u3bi0islLdm48aN2dbJrwJGvRW+fiUWH+xm0IWaIaLqWYiPjxfRZinxn7uJhUzotbD+uzuwaMx1OLTRnlsiv+ZVUPpt3SMIZh6Igs/WRYoHdcYYCAU9GmjlBo6eGQ3aS5KRgnJ/A3UeW5aZYGBdPTxXWw9vdtDb0l4IhtHOM6LqxSqkG/I8dWhfqgwdTioYYlKWTESOJZ3I/mnrCru0Qz7/zOgwDLEejRFOI9B2JCCXFHkqXtvKXjDkCeOND0tAvHZrct/QiBEjYPny5TBr1iz4/fff4dy5c9CpUyfbj81ZD1u2bIHBgwfD448/Drt27YLmzZtDt27d4NChQ86K5/u5uJtmtEiXnhjFq6aCSW9/epBvd0KCFKwou4HOefsq/LcnBd3sTLD153g0JLR7cmRXl6+7hwAltntzjhSVNgjX5Qb3a+HZdAmJey0EXqmOzxRF74xwTBkeDO2eiMEYD8yA5PddvHkRvVAGmYTrLI3l3BErrJotMQw17gmDyBhJ467VqaBqk1AoV8Me2v3enhqg+CNEZGxd8x41NG6vgaqN1MIWRFzAfymKxw7lqzmxxwTJ8QrRn1ywkG9lFYy3tqocBCILJOi9YgNCKo3Vq1eLhHN6vV5kxe3bty9yftlzw8RA1KxZ023M6O3/66+/FgxIx44dRb3FixdDnTp1gBLddenSxWlbQ4YMARrTyy+/LK5TG8SUTJs2DebOneu0Tn6eJKtxC6ZwJkqN04IWM13KZEbXDHfC3utTLegOZ69H9U8fjAdNVCy2bYHajSrjW0/290jul7euESheTg1fbMYsYAi3Uj3huobjFT1mCyUxa6Bk6aWspu2fLOo4CT7KVwQS0A02Iga9s+5KwyAPrrhY6fdP9+uJEWXgxnk9hghHu44Kji61pHL5ZmcoHN5mFm/s9e+VvFbemKGDJyroMc2D9Cb/1Xap3iU0tp70fJItYd6oJRHCdThfAfCjzmWph7eGVFAlILlmQIjh6N+/PyxdutQBa4ozTwnqQkMdRbUOhfCgc+fOGU9lebxhwwYICgqCrl272srVrl1bMDHEBDljQC5fvgzHjx+HcePG2erQziOPPOKXzAeNjRaxYV+XgGkv3QIwhoM1sRSoIm+IyHYU6S4iwp4Hhso7Iy16cUTEaPCBJL0FaXQWiKl+G25elUpvW3cI2nRuxEyIM/A8OEcia0/o6DYjfPuBXkS/bP+4Dvp/aH8z9aS9vK5DLyD/7oyD2MtpUK1RFEpFwvN6CNwfIlC5ngoii6hELhYTmeQg79F1oOMjPiw6CLSOdqQO2DVs4+guG4Ht/R4fjNF/0ZW2hMrmzULMB5GcrXfhmBR4Zz5LwWQwVRiGXY0fbxEzIC6QJMaDPpTshhLL0dv5jBkzYMeOHfDZZ5/BmDFjXNT07PSpU6eAIrwRE6KksmXLAqUcdkanT58WpykuvpKoDoWrzZi6WFkmP/dJn/rBklLpQyiO2JYX+6SCIbp10YRGY1Z84Dt/omhQ1PrYOyXQ+v26iEJYpblZ5AOQjXC1OlTl3E2GmOL84BCA5sO/WxjyfcoQu1HxpqVGFH9roGU35/c0H4aYbZcbF1+DGxfQQACft9fPpcI9XYoLRiTbilzAqwiQauWbvUHCUJQMgx8ZqoViZSSmmH7zE59Lg/PHzMLFdvTiEKjRxJE5cTUYko6UruzIXBcpqYK4m/YF9upZVsMo8SNpJn28RZ4yIHTfSfqVE/KkTk7aV5Z17xuorJFh/+eff4aYmBj49ddfBWNAl5966imoW7cu0DVvMyCJiYlOY9vTGFwxILK9RLFixRxGT3WIYSID1oxhaydMmOBgZ0EJffKbZMaDxrHxhyTY/XuKsGgPClXB63OLC//+jGOMQL3vKzMkxuXGlTtw8og9b7fJiAauQbn+CmTsko9zgEDsVQuEFwFITr8t9NZ0eIsRytdQo47e8W00B826VTTuuhF+n3EH4m+ZoUrDEOj2UkyOH1bU0Y3z6dHZcJ/UhqcPJDAD4tYd8H4hYkLenOX4cka9LBijR/Wr2RbenZiR6dvDITQiZ4uTPOIHnw2GpZ+niYyv5DXT/8OsJd1yvcKyJc22N7XbOeEhyEmDpP1kJxkbGwsdOnSAb7/9FjKufxnvBTlpzJ8/H3bv3g0NGjQQAgSq60vK9epz9epVqFWrlsMCTrYf7dq1g0WLFnl97LQIO7MtIS7PlWeIVitNM2M9+dhZvWXLljkwNCQl8SVRWGR6a9EFZ8827/o9CXasoDgUElHCqH1rUjGXQ9b5GkqVKwq3rsfB7ZvxiKEKqtUpDxFR/OCQccyPbeX6Gon5wHVAhSKEkBAr/LfPCIc3GWHgp6HQpGPmxcQb40yON8HCj1C9R2IL7PnMP2mw69dEaN0L7VhySGGYjTkF2xOE86DvMpNzBPb+aYaDm8zIoKmhY79cP36dd6I4SwxhSgIFFrPYmA+6TPE6UjBCqacMSNtHg1EqokFDVxNUaaAtNDmRFNBmuSsZn3rvd6DCuCLuEjlprFmzRjhpkKaANBPkpPHPP/+4fMGQnTSmTJkCU6dOBcpST04a5LDRqFEjd7vOcblc/wJIulC1atVMHZcsWRJSUlKE62h0dHSm656eKFOmDGzevDlT9bi4OIiKcv7wLF26tCh/9266dVZ6bfk4MjKzCmL//v0OfYSFZb24OxTO4cHNi6mw+ecbYECj0VKVQ+CB/mVdtnD2oB6lH8np1/Fpj0RvIGRw6g7Vb1YVDHqj+CKy9MMdxHxbhiKsTt0WAZ8PkjyVKE5DWrqjEr1h+ooB2fTjHZyYxHzIMzx7GDOXesCAdOhXBlbNuiTsloJCNBiQTJK4ye3yVkJg488mmP6aFEcjGF3rSW3xzAjfMJjUY1qyBWa+cUcwIBS5V60JxWeFFN2XchwVK5P9y05W944SMRaWZIxZ4eDsmjBC9aIA010JSKA5aeTuG4jIk2TAmY5JPudtyQExEyRWytguqV8qV67s7LsAMgOSUUVDx5Sq2BXj4rQxL59MSzZjnI5rgvmgpm9eSEPXNnvOjYzd7V8nqV2k8xJXTIGFWnZ3n0EKCtax6iUjsPl4TIZ+Y34JxzdJxycWJffyFYVFoXul4F/tfZSo4JndSVSxIOj7dhXoMqgCdB9aEY0cc/1Y8dW087Xd78bag3hRTI2/FknG4b4a1KRnY1G9Zpd83NPeCPXv08ADT+ng651sKOwr3Kld+m15++POeLNz0nDWhuyk0bt3b4fL5KRBjh2+pIB7UpBOinRcW7duteFy4cIFOHbsmFD72E4qdkhqQp4yJJZSEoFLqqL8pNQkk0gIJY+B1DCJd+wPKjofd9MEq2fFwfL/3UX3Oa0wbhIGTukLyJCpMRgzJOBupTxl3qYj0Hu45P0SnM5L9n3bd94wLbrH4PdOlppZoXRVLXR+Hn04PSRtkBoiiuiEas/DJgp8tcp1ZaZPmmqio0DW6/OnqL1KunPdBO/ODYWnRwSLIGPKa7zvXQS8Ff9DbsfdOCC+ctLwLjr21nKtgqGmKELn3r177a3iHtmGEB04cCCThIG8UcgDxRNq2LChYBreeustIDuN8PBwGDp0qPDC6devn61JipRKjMfrr78uJDSvvPKKiJ5K7rsUP4SCmJG4yhd2KrZBuLETXTxdBEvMBDIfxFjUaGpXJZEYdfabsVJLWMa6Xw8lK+ngxjkTBhZSw5MfxkCxcl65jW6Mlov4EoGKdbTw8a+R6NJqwpgKaqjuppeCJ2MKj9aIBHIX/03DWA4aZEAKVt4aTzDxdZ3Xvg6CFxoh3qjxTUUt6pS/fYt5k04hsGWp3VascQffMbS+xi7Q2m+DNjJK2rEyzeayrDzvar9mcx3Q80Cm6BKOzKR8PuM2r5w0Mvbr6bF9hp62gPV27twpgo85a+KBBx7IdJo8Yz766KNM5909sXDhQnjiiSegSpUqoNPpoH379jBnzhzBaMhtLFmyRAQnIwaE6KWXXgLiDnv16iU8X0giMnPmTBHOXa6TH1sKCtT79YqwcfF14cVSp1U0Zhu164X/25smXGhFQDFkUELQZuD+x8IxQqH0Bdd6GHsiP+bKfWaPQEwpNdzXy37/s6/heQmSWlRt7L7qzvOeuCYhEIOuq0vOh8DlU1YoWUGFYcuFCNNn4HR4KgLIFf/cEQMys0FwX29Wu/gM7AwN7/gtDVITZQmjdFHlqGHNUMPx8NQBA9BHpg793Pud5pWThjyu3G5zzYA8//zzwiYjJwNp1apVTopnKkuBuIjpoRgeBDjZcWQkUssoiTxhKDjaxIkT4ebNm0Bt+AuRzvzBZ51LhEhXT5ksZaKImRQfhBkPGRHeMgKBgwAFGKxS3zuMx+l/DLBndZp4cen7doSIcJoRibZ9w4E+THmLgDBCdU9o4dbAJHut7IvmlZNG9iNxr0SuGZCRI0e615MPSmWM3eFOFxTC3J+Yj+zGXL1pCDRsHwqH/k5FpgPgvj4RUK5m3rwhZzc2vh5YCBAju/uPNOGOeW/vELYDCKzb5zDaK6dN8N3oROEBh17UGAAuHl6biQFlmPwCAdl2w1uDcdcGROmkIYeZoDGQw0WbNm2cDic/nTS8yKM5nVumkwTEwYMHM53nE84RoDDqTR4Ih1dnlIShU0uit0v2Ididt8RnCzsCY3vfgTXfpsD6BSnw4cOSe2ZuMUm8Y4YjW1LgwjH082TyGgLxd63w53Ir7Nlil34qG9/yU6rEfNBJLJIQa4G7N3zrVaPsn/ezRkB4wODqKkdEze2WmEx3KNCcNPKMAdm0aROQkWiFChVg5cqV7mBZ6MuQ/ce0IbEw7/3b8L+BtzKpXc5gTJDNPyUCbZkYgawQOLXfAGZ0rqIcIRRrhOJAHFifu+8NMR+z37gJm35MgGWT7mBk3sSshsDX3EQgKcEKHSpbYOQgjBPSzgJffuhoS0DNlKiEARkVNgVpyRjEDu3DmPwDATkSqre2GDfSLVI6aZw/f16YKbhy0iCTBCIKmUFOGgsWLIBVq1ZBamqqMFcgJw1Kp+JLyrUKJqvBUXAwMhglY09KBkdE4h5fRlbLajyBdI28X5ZOkuKBYOJaiLuDHhKPJ0G3F0OgdXedeOtcM1vKjb3792Ro1y+CpSOBdIPzeKxke0ALFgWtI6LAVLnNvLtqhuRHasB8RER7ViVDY5TWBYfm2XuN6DfQ/xn1VpjxRiJQhlliDo0loiAFvWTkezX3cys8/bIVSpS2r0IdngyFf/7SQ9wNC95HgAHjIjGqKePuN98FNT606eMtykEk1EBy0vAJA7Jv3z7BdCxevFhEQyUD0J49e8KgQYNEeFc5NLq37k1Baif2igX1uRgRtZK0QBjSrHD9UhAkJUqvO/M/JOtqKxxcLzEf8tz3/5nCDIgMBm8zIVC5vg7qtQlCWyIDxowBdL1VQ4uHc+eWSZmWcbm09SUYEecaA1sZ3smMwCf94jH2j1WkYqCrl44bMceTPSgcBS3LSBr0nntnQQwkx1sw8JsK76mdOclYlo/zHoH8MkKlmQaSk4bXGBAKu06ur5QJlxgQIkpIR5KP8ePHixgc4iT/c4nAf/tNMHlgKi4OlOYaoFVXHcReMiDzYb9N9Ob6909GqNVIB9fO2B/+SXe9yG27HCFfCGQE+n0QiUbMJlTFWIEYEpnibprF23eZahooXk4h15cLuNi2fTwSTu5OE5IUYpTb9I3ggHgusMrqNEmmKAChTGWj0uBfqw5C0XmFfu+PPIsqF4X0Qy5HW/KIY/I/BPLLCFWJRCA4adhXNuXIc7B/4sQJIe2gTHqkcilSpIgIDPbcc8+J2CAk7SBXWabsESDmg4iYD6LY6+i730cHVy5a8Q1JekjRg4rSYPcYFi0ClNGbD7nmDpzomOlXaoH/MwKOCFSo5fiTv3HeDF8MjEemVyUCJb04OQJqNHPPyyqquBZenVkKzh7SQ0RRDZRn7yxHsN08aowJBzctkexxyFixVhM1TFqvhnVohBpTTAUdurN0w00o/aZYfkpA/AYENwbi+DRyo0LGIt27d4fr168DbcnIlCKNBgc7RoGT88JkrMvHjghE4cMm4bb9VejqaQu0eTQSarawwLsPJWMGS5XILxB3C+CnLwyQZoqA0CArDJschm9C2TN5qWioNuYRIxzbYYVazVUweSOHzna8A4XvaPorkp1RCho+Ei37PAU+WOweA0Llg9Deo3YrzqhMWGRHqfiiQNKOYLTHUVLPl8PES8SZQyb8XergkVdCRUj7PgMcyynr8L6fI4C3zt3YHX4+E58OL9cMCEk4KJ09Bff677//oF69evkeXdSniPmw8W6DgmDJJD3qdKV02S99Lj3YS1ZQY/hmZE7SpSA0hK3LzRjHAeAc7uvGG2DI5OwXgUciDMItjJLXHd1mhW+Gm+CV6XZRvA+nxk37CQJGgxV2/GaC21ctsHuVEW5f00EIZmYNC5dUeHfRqJHJuwiYzVZ4vgfGYNmC0k00Lt15HqB8JUfmou/bHCzMu6jnb2tCBaOxv0zmdjQkGSuIlGsGhCKS/vjjjzBv3jxh50E5WO677z4YMGCACJdOoFmVCs6CiKKX5tTp6SAoU00NF4+bMR+MFqo1sks1SldWIwOiXBzoASZ9wQ9uRNN5N0jpBUFMyO5VFmRA3KjIRQoEAhaLFQY1TEabDfzeKL5Kaaka9FyxggYt7R97yzHks1FvgWPbE9AoEqBBu2hh8FggwMjDSbz0mBU2KvJg9m5tgRefsUByHMCgiVqIKurIjOTh0LgrHyEgx/3wVvMFVZqSa74qJiYGhg0bBvv37xcBxl599VVheDp48GDhcms2m+HixYtgNNoNJr11UwpiO3VbaaHL88EOzAfNkzJYEoWkvyhptHbu2pmVvCic4V/d1qjCUdzxKg35wZcBogJ9uGeNSUjXyLBR+U5A34nKDXQwZEqkg2eMBd/cv//oEhzcEA+HNsbDDx9fQlUBB7vK6Zck3iHrLdp1XDPBiikWWDvXAk+UNsCty/bfck7b5vL+iYAKpR9e/agK5ndEsRzl/kZSfI9p06aJTLg//fQT3H///ajLVMNXX30lst8Sc7Jnz57cd1QIWyBpyJebwgQj8sH3IYirFGWvZEUVTNvmnvh2wjodhKOHTVRxgK4vqGHMCkn9knjHhCqZRDj9D8qHmQosAhqtCvOGSMwHvVHJTAhJN3oODcUEh47quEsnUkWeEYpHQR+qc+6IPbtqgQXKyxPrO8DeYCRKmUj4RPE+CHe6H1uXMVNnR6hg7FHgMG9+CqoEJNcqGGdfFzJCffzxx8Xn0qVLIsLa/PnzYfr06eIzYcIEeP/9951V5XNZIFC8nBo6PC7xjPOPRQJFP6SIlrSwuEPBoSpYftduIDx/dAoc22aAGk0SRJ4ZCz4ULxxNhU79kUNhKhAIXDuTBqf2J4sgVfd0LQI//08FNy7g1PANjWIbla+hhu4vBUGlunZ1nzzxoBC1g/qUMjLrgr36ziJ3VaC3jz+vRgmwBb77GqBmVYAzf0gMCE3agI5vkayCKXD3X46A6q2JMQPiIZIUen306NEwatQo2Lhxo7AVUSbJ8bBZroYI5Cb08pLPUjGTpgmq1EsRb7bEfBBd/DcVkuJMEFHEJ7yp1An/zxMEbpzXwx8zboq+NCjcuHPNCJP/LAlHt0s3u/59Wd/jMtVCoErDcDiDkjGKpFqsbBBUa+yetC1PJhhAnTw9WA1PD6YBq2H+KIDFn5ghBNM61btXhZmwMzN/ATQ1HqozBIi7p4+3yL13TG/1lmftZP0EcmMYObHvqFSpEowdOxaKFi3qRstcxJcI3L4q/TiMenyjpd30L7gJg1SpMcoiU+AjsGc1WjmmE+WBuXZOD2low5Ed4yHXoW27J4pjNuYooYIhBoQp9wg8P14LD7+kASMGbyuHEiimgoeAP8cBIacQT0JjkLcrxfTyZlyvXH/7O3bsCNWrV8/Rh+xEmPIXgWadJd7z2vkQYZhKOmliQpp3jUaXX34jy9+7453eY0rpHIyOacGjEN45pZhSQUL6kdN6XN41AiUrqJj5cA1PwF9RYR4Yr368YIRKwULbt28PYWFhIkgoaSTcpXPnzgk7zrVr17pbxa1yuZaAyL0UL15cBCOLikIrx2yoZcuW2ZTgy75GoNXDQWBCb4g/F+A/dTF4aJAaddEUipvfcn2NfV6136pHETi+M0nKmopSrm4vlWQbjrwCn/sp1AiQzYbS4zDXYOT8vcGhyy1btgB5pk6ZMgWmTp0Ks2fPFnnZdu3alW1y2LNnz4pcbrdv33Zo0xsHuWZAPv30UyDOav369SIXzMMPPwxPPvkk0DYkJHfJrrwxQW7DNQJt+gQBfZgKJgLaIDW8+HlFiL9lFDlaQsJZslUw7zTPyt8QkF1wvTUuVS7tSYYMGQJ9+/aFl19+WQzp66+/BmJKSBsxd+5cl8P85ptv4N1334Xy5cu7LJObC7lWwZC3y6pVq+DatWuCs7pz547wfilZsqQIRrZmzRowmSSjt9wMlOsyAoyAZwhEl8Bop15kPpLizHD1tAFdSSU7Is9GxbUYgYKLANmAyJ4w3tjmxgvm8uXLIjZX7969HQB/5JFHYPXq1Q7nMh6QgOGVV17JtlzGeu4e51oCIndUrFgxIeIhMQ8xI0uXLrVJROjaY489JiQjFBvEEwMYuR/eMgKMQP4hcOm4HpZOuoM5YFToQmqFIVNLYiI7lqzk3x3hnv0RARXabNDHW5QbDczp06fFMMqVK+cwnLJly8KtW7fAYrGIeF0OF9MPKMBoqVKlgJgYX1CuJSDOBlWmTBkYPnw47NixA8h45Z133oF9+/ZBu3btoGLFirBixQpn1fgcI8AI+DEClEeGmA8iYj7IaPmv76Rkdn48bB4aI5DnCJD9hzc/speiJxNJSJDSq5MgQEkUxZwilWdl20HMhy/JaxIQV4Mk11vKkJuSkiIkI8RJHTp0CDKKg1zV5/OMACPgHwiQGFiWfIgRIQ8Se5nVq/5xd3gU/oRA/baRDsM5tj0R0xhQDFz3qHzNEChZyR400p1s59QySTSUJg+RkZFACWOJMsbfko/JvTa/yGcMyNGjR+H/7Z0HfFRV9sfPTHohgQDSQRCU3kEUEFCQuoCggKxSBUFUWJU/LoqAYEFRUVBARWAVKYquIlWagEhzpRcBAeklENKTaf977uRNSWaSSeZlMm/yux+GeeW+W75vMu/MuaesWLFCLsUcP35cQmCX3ddff5369OlTVPNFvyAAAgUkEByio7qtI2j/Rns49oeHxRawNVwGAoFL4NhvLHA4h9hnuxBPy6VTacLOSoTJzSqNOnj2d8bPWH72KoXjbvXo0UPu3rrllJSIlH0WUoqqqCqAHDlyxCZ0HDt2TEpcvOwybtw46tu3L7GrLgoIgIB2CTz4z1gqVy2Ebl0xitwx4VSxFryotHs3MfLCIqAT0R1VtQHx0AjklVdecVpSadmypUwKy/O8evWq03R5n4OCehI6w+lCFXe8FkCOHj0qhQ7WdrDQwQamrVu3lgno2PC0fPnyKg4XTYEACBQ1gXptIot6COgfBPyagJ5zLYmXWsVTYWbAgAE5uuTIp7Vr1yb2SOXwGEphDxhWEBRl8VoA6dmzJ50+fZqqV69OEyZMkL7GnP9FKdeuWXNRKPv8HhUVJV+Ox7ANAiAAAiAAAoFAQCdS4fJLteKFHy4rBdiVlp/PbI/JyzTz58+ngwcP0ldffWUbInuurl+/XiaM9VUML68FEGX07O0yY8YM+VKOuXufMmUKTZ482d1pHAcBEAABEAABzRLQBYlQ7OKlVvE2ENnTTz9NJ0+epN69e0vPF9aIzJs3j2rVqmUb4p49e2RQMo6WqhkBhKOrudJy2GblYqNJkyYujuIQCIAACIAACGifACssvFBaqA6APWFmzZpFb7/9tnxecziM7OXdd98lfrkqHAmVl3LULl5rQN566y21x4T2QAAEQAAEQECzBFhj4a3WwnHyntqAOF7japs1G66ED1d1fXHMawHEF4NEHyAAAoVDIPmWkVJum6hslVBhNKfimnXhDBetgoAmCHAQsvy43eY1KX/SpuQ11vychwCSH1qoCwIBRODMoVRa+2k8BYfqyCiinA6fUUkmrQugKWIqIFAkBPRCA6KqF0w+YogUyYQL2KnX06pTpw6Fhoa6fIWFhRGHe61Zsyaxe9D+/fsLOExcBgIgoCYBQ4ZZCh/cJgsf/Atrx0rnQEVq9oe2QKA4EVAzDDu35U0odn/m7rUGhAWQ3CKpJSQk0KVLl2j58uUya+7SpUttkdn8GQzGBgKBTMAsgjSGhOvIkG41LGP7sltXEVY9kO855uY7AmoboWIJxs29++6779yccT68efNmGj16NHEKYI7AhqioznywBwK+JBAWqafq9SPorwNpIneEkD7Ev3b9SzkNIfGWheZMMtO1C0QTP9HTHRVhI+IECDsg4IaATgQh45dqRcXMuqqNSYWGvNaAeDoGDn7y2Wefychrv/76qxREPL0W9UAABNQn0HFwaTqyI5mShCFqjUaR0hBV6cVgsFDbOBMFBRGZRDiDbatN9OOJIKpcA0KIwgjvIOCOgPpeMO560vZxr21A8jP9Nm3aSFuR7du35+cy1AUBECgkAvXaRFOrf5SkO6o653T5Y4eFIqKF8MH5tMQPuSDxU2XLDyr+oiuk+aBZEPAHAooAotY7QQPi/W3l9L+c+Ob8+fPeN4YWQAAECo1AbJxOZPO0N5+ZTlSqrH0fWyAAAu4JSC8Y4QmjVlErDoha41GrHZ9qQM6dO0c3btygZs2aqTV+tAMCIFAIBO5ppKMXZlqXWyKiiDr311GPJ3z6dVEIs0KTIOAbAtILRixf6tR6Beifns9sQPi2f/jhh/Luc4pgFBAAAf8m8OS/gqj7ExYyZBKVqwTbD/++WxidPxFQ3QtGxclxSHVOUJefYjabRWA19aUgrwWQ33//ndLS0tzOhc+x18vKlSvpv//9LzVv3pwggLjFhRMg4FcE4srm74vKrwaPwYBAERFQ3QtGhWf/4sWLaeHChbR7925q0KCBTBzboUOHXAlx2Iw33niDTpw4QdHR0fTwww/Te++9R5wbRo3itQDSv39/On36tEdj6dixI33//fcUGRnpUX1UAgEQ8F8C1y+IX0UifHvpChBS/PcuYWRFQcDfQrFv27aNRo4cSZzpllciPv30U+rWrRvt2rWLGjVq5BLRqlWraODAgTR06FCaO3cu/fnnn8S53/i6ffv2SYcSlxfm46DXAgin+Y2Pj3fbZVRUFJUuXZpatGghbT8KQ43jtnOcAAEQKBQCc8Zl0q6fTJQhlJ/dRwTRkCnOXjSF0qlDoyf2GKSHTt37QhyOYhME/IQAG6CqaITqrRfMqFGjiDPXP/PMMxLQxx9/TCyUfPTRR7RgwQKX0LhO9erV6YsvvpDn27ZtK4OOstKBBZcHHnjA5XX5Oei1ADJ+/Pj89Ie6IAACGiewZ52JfvmG/XOtZd1CE7XsYqK6rYTFnQ/KByMT6fJpk7RNiYrV0es/xCKRng+4owvPCbC5hJomE/k02XAa6IULF+jYsWM0bdo0p+McFNSd8MEVR4wYIZddHC9igYTL7du3HQ8XeFuFlaUC940LQQAENEggWURIDReeMUoJCSMRzEzZI0q4bqGXHsqk3nEZ9N856oZ3P7bbQOeOmIjdgi0iQFpmmoX2bRBWsigg4EcE9EG8PKnei+OJFLScOnVKXlqpUiWnJipWrEjXr18nNjB1Vfr27UudO3d2OrVkyRIKDg5WzZPVaw2I0+iKYKewrHOLYCroEgT8goBJhGa/cMIghAwdlbszhAwZFjq+J1NkytXR3c1CqWnHIPr8FYP1F54w/0hPIWr6oPW3jFFEUH30DiEQsFmI+M6c85yJYoUha4f+6mhHOIdNmDAhU2KUcKA0k8EvsGEQIGAjULp8tNODPf5KCpmMrh/0toscNqJjwyiyhH1ZMzSs4H8/iYmJsmU2hXAsnCjWJP6A2ISibNm8g/zwssv8+fNp7NixxMKLGkWTAsjRo0fppZdeoh07dlBmZibVr19fGsd06tTJLZOUlBTpgcMuSI6F17U4RDwKCICAeJiLL8kPn74pHupmMgrBo82jkbTui0yp8WBBo17rEBr4agx9tj+cFk81iC9Jor5jQygkzGqIevmMiKAqjqUl2Wnu+smsmgBSp1WwiMqqE26EFtGn0IAITci93e1f1PZeicwmIUj9aabIGB2VqQRlryMbbBcugfT0DPG3ZH/WWHTmfOWGMRiNlOYQCNBs8cxxgzUaRnGtUjhRLGssuGS3v1T2+RmaV2Fv1x49elDTpk1zLOXkdW1u5zUngNy8eZNY0GAJjC15OakdG9IoFr3ugpwdOnSIjh8/Ti+++KLTulbNmjVz44NzIFBsCPAX5oTOyZSWEiKWN8RDu1wGbV2aRjp9kNRyMIg/9xno0mkjVbwrmJ55L+eDv4yIF+KokWBtxT3NrcKJGiD1eh29ubYk7VnDX/BEzTqHurT/MJstNPWxFEqMN1Oq+AE4aHI4te6dc7xqjAltgEB2AmmpmcJGyW4nxRpBDkrmaTEYjMQvpZg4IZMHhXOuHT582FZz6tSptuzzt245rJOKGsp+btnsuSH+od+9e3fpurt69WqKiIiwte/thuYEEI4lcunSJRlThD1ruNx7771SIFm0aJHbtamDBw9KwePdd9/NdxAWbyHjehDQAoFFk9MoVWourAJD/LVQKYSwAZzyW86QIWai7LiYVIRYtllwNJSerJFJsWWIOg3WU5+x6n/NtOwm1B+5lBXvptMN4SZszFqeWfJmOtVvEyzGBE1ILthwSiUCQk4mvYr5WzwNxf7KK684eaVyzK3y5cvLWXE8LsfC+3FxcTI9iuNxx+2dO3dS165dqXXr1sSZ79UOoaH+N4Pj6Athu0mTJvTJJ59It16leZbgWBOSkJCgHMrxzgII+ztzBLiCRILL0SAOgEAREzBmWujbmSl0+oCB6t4XSo+Mc7AMVWFsFouwAakaRBdPEwUL5QHbW2RkhNCCSRk0bJqOKtV0/ZOuQnUdbbTkLiCoMDyXTexaYxRLQyZKijdRlFgKUgprZTLdx0tUquEdBFQhoIRgV6Ux0YinXjADBgzI0SU/72rXrk1r166Vmgylwpo1a2R2emU/+zsHH+vSpQtx/K4VK1ZQSIj6Lu+a+znAAsjo0aOdWLGUdvbsWWrVqpXTcccdFkAY4LBhw4iNb6pVq0YzZ86UwohjPWyDgFYITHs0gfZvyaTEGxbatSqDfl7ssGicyyROCIPSwzsyc3z22z0qljOyvhE4kFKpckSjZ8fR1B/jqNvISLp4JpTir+jor4NmerVXKp3/00HFnEt/vjp15pCZ3vinUdh9WCglUS/mZ/3iDhLfm+Wq6ahsFc193fkKHfpRmYCObT5UfHkTB4R/dD/77LPEKwS8hMLRyWfNmkX8TJwxY4Zt5t988w099dRTlJ4uDKtEGTdunLQn4eUXPvf111/bXn/99ZftOm82NKcByT5ZNi4dM2YM1apVS8LLfl7ZZ9gGg4HatGlD77zzjvR/5hgmGRkZxGqr7IXtTNigRymeGOoodfEOAr4gkJ7ivBZyQAgjnQbnbqw2b1wiXTxpFAaabKRJNG11KaHdsC651GwSTJOWR9GmrzOpTEUddXwyTGoMg8UDvGT5EGGIarTZggizECH8GKnK3a61IL6Yf/Y+Du4wU6hYnmZNh9Ggp5TkEGrdw0L3tAiiDo/D/iM7L+wXHgHVNSBeys4cMPTkyZPUu3dv6fnCGpF58+bJ56ZCYc+ePfK5yNFS2T5k3bp18hTHA8lePv/8c6pRo0b2w/ne91sBhC15HQUAnhm7CikWvbyfnJxMPXv2lKHgt27dSmFhrtW+3BZLfPfccw/dd999fKkMS9uuXTsZ554NU8PDw+Vx5b/GjRs7LekcOXJEOYV3EPALAhVqBNHlv7K0EEKGiC6V+7fUmUMGOnvYbtjGXiT71mdQq3/YP/vlqgXRwH+Lp3i2Uqqs3iZ88CkWXkqVy72/bE0U+u5dDfVOyyyJ8Tp67KVwKlvZKmAV+gDQAQhkEeAlE9Yiqla8/Ajzc5OfgW+//TZdu3aNqlatmmNobB/JLy5s1pDdYzTHBSoc8FsBhIOn1KlTx2mK7H6rHONIbBwkhdep1q9fL92DnCo77DD8IUOGOByxbnJoWg5Hy21kj4ev3AjlIg7AggIC/kRg5PslaGrvBOmOWqt5CD0xOdrt8A5uN0mXVMcYGixEcDAvT8odVfU0amY4zXspXbrk3tstmNr0FqoRPyr1W+vphfnB9P7TRqpUS0f/+iQEwocf3Z9iNZQgoZ0UnliqFS8FEGUc/EPblfChnPf1u98KIOXKlaM5c+Y48VCseTmwCmflO3fuHG3ZsoVYW5FbSU1Nleondrnl3DRKUdyPFH9o5TjeQUALBCJL6GnGprg8h/rvf6TT6YMWGTMjJCScatyTLoN58VJFyx6utYauGr23awg1fCCYLEJw4dgaBSmHfzXStpWZ0tZk5IwIly60BWlXuaZDv2DiFwoIFCUBqxeMeiPw1AhVvR5905Lf/qWyoSjbdmQvrBbigCgc33779u1Oa1jZ6yr7rE1hIYXVTxMmTFAOS7ciFkLYfgQFBAKRwP6tJjq6y/5LTCe+Ges+EEn1WumEMBFKQSKbbX4Ku9kWtPx10Eif/CtVxu/gL9Tpj6fQayvca20K2k9Br0tPtdCydwx05ZyZnpgYSpVrqalDL+iocJ0WCeiCLSIXnf3vzts5eBOK3du+C/N6vxVA3E2aLXlZ8Hjuuedo79698qXU5eBk7du3l7ssaFSoUEFa8jZo0EC67XLAMhZEOJobh5TlpZuJEyfmsP9Q2sM7CGidgEEEOYwQz/i0ZOtM2JW2fPVgat7Z93/66xZlSuGDR8LfzTevmOnmZTPFVSj6Bz0HLhtSN01oZKz2Lfu3pNPbq8PpznpFPzatfwaL5fhVz4YbmBR9/y3kJUclNfDs2bOJX46FbUIUAWTZsmXSXoRdidgNaeXKlTR8+HDp18zXREdH06uvvurSA8axTWyDgJYJNH1IL5c79OI5KlZfZA6VjgOLxnOlck09HdpufcAzUxaKIkoUXKOi5n05d9Qa2l0GWhMNs4bmt5+MQgDJ23vm+O8WeqWfkS4Jz8SR0/U09JWi4asmD7TlHQHWWKiptfA0EJl3o/b91ZoTQFj74Ulh+xDHUqVKFdqwYYP0bLlx44Z0IYLthyMhbAciAV5iWXIqnDYuMcmooB36BclcKkUx1+4jw2j3WgPduGjNpjv2k0ihnfEPASRG5OlibZFS2EOIk+jlVW5etdDQ5nbPok9fNVP1ujpq/wg0J3mxC+TzLMCq6QXD7QVi0ZwA4u1NKFmyJPELBQS0SiD+kjXEeLlqrh9yqYlmWjU3ka6dM1GP0SWoeoNQ6vRE0f+pcxK5N1aVoOQEs4w9Ei6y6/pLKS2WgcbODqUPnxWJ90Qolbr36anbMPdePumpVvehs8eJWHhJjLfOhJdwTgmD3/aP+MvMMI6iIKAXGhB+qVUggKhFEu2AAAgUmMCq+RlCuMiU2ozqDfQ0aZndq4sb5YRy7w6+IX5+iR3x/fef1xJo8LSSdGf9vJcS+PrMdOuXZmh44QkH0SVdC07cf1GW+3oEU4O2QcTLMKXucD//39en07oFKWI5y0KNO4YL4cPuScSuza27u7+2KOeHvn1IgN1wVTRCFRatPhy877oq+p9FvpsregIBTRM4tD2Tvv/Ivk5w/riZtn9noLZ97L/Ur54zimigOhGQy/6FdWJvusgIqxNLLyIzbUt73ewwTv6eQSvfTxZ1LdSiaxj94xmHZCrZKwfofnRs7sLDxZMG+mF2lkWvYHBgUzrN/CGEpgzSi7w5REMn6alOc/8UsAL0lvnltCpWrEBms4dBdjyYgRIywoOqmqoCAURTtwuDLa4EMtLM9PX0RLGuHCqCh1kfkhxELDnBLmgwm5jSQU7CB9sybF4iDOJ0qTKSaY1GQfT83JyurzevmOjLKTIVrkS8d12G1Jo0eMD+6764snecd+INM4ULu5X0ZCt3TtIXEmymnxPAyZFTcd9mD0yUvAlAVM+bEWqAQJETuPKXkWLKKOvK/PCzyOy0D/R11mjw8saQN6w2TmHCxqJM5XAZnjw9xTqFCydM9Odeu9GkMrGEqyYnjxT2mmGhBMWZwJ0NQmzCB5/h5Zr6bdwLH5fPmOiMQ/h759awBwLFmwA0IMX7/mP2GiFQpnIwZQqbg0rVM+jWdeuf7ZOvRVKUiyWDanVDaeKystIKf89qA536X5qMgspTZU8Po7ATyV4q1QqmtCT7cbZlgPYjOyWOqaKnCUviaNkbiRQlcu889ESkiArr+nfcqvnptPHLDGkKECbS67y9LqbIPJByzgRHQKDoCbj+yyn6cWEEIAACDgSiYvU08v1SMj5F2YpG6jCAg4nZk8g5VJWbIWE6Cg7RUfMuIVL44JT0oaI6h1Cve5+z1oQvCIvU08viwVq+ehDVaBRCw2fEUlx5xLPIzpX3+V4Mf6ckDfh3DJWt4vo33JWzJlq/MEMGXmNhjjUlW1fY7XdctYtjIFDcCLj+6yluFDBfENAAgVVzUoUGQ9h4pBPtXWMQQbLSqfGD7oUQnhJ7s7y3LYZ2C01IsJA7mnfOKXwoU+df8s98VErZxbsXBNhDJlyY2qQ7RKBNT7FrmLxoGpeCQMAQgAYkYG4lJhLIBAyZFjp31OiUvXb3avGz2oPC8Tfu7xVKLbuFqp78zYPui2WVanWDScmbw7FB2GD4wYHubUWKJSRMutgTgAak2H8EAEALBNjvJaaMntgLgwsHJuKYH67KXwfSaOf3SXT7uokGTipLpcrjz9wVp8I+Nu2HGNq6PINShcdMq+6hNoGksPtF+yCgFQLQgGjlTmGcxZpAcKiOhr0VIxmEiYy0nMBt5LuxOZhcv2CgVXNuUfxFIxmF1uQ/k65RSmLe3ixXRdTU2WNu06vdb9Lx3bBVyAG2gAfa9w+jbsPDhT2Nel+1rA374pVUerlrEn39VloBR4bLQKDoCeCnUdHfA4wABDwiULZyEE3+Pk4ECjOLPCV6oQXJGTTr7yMZMuCYKcvTNlwIK9fOGUQ4dvcGpdzee0Nv28bwxb+TaczsElStnnt7EVtlbPicwPiOSdIOiJd1tq80iNgvOuoxMndbIJ8PEh2CgAcE1BPLPegMVUAABLwjwEalJe8Icil8cMtlhFeGInzwPhs+lqmUuyDx9zGjU1I4NlY9cyhnrBBuD6XoCWSkWm1KlJH872fcK4UF3rVFAAKItu4XRgsCuRKoVjec2g+0Ls3ElAmifi+XoRJx7rUf3Ngd1YIoLSuyJ+8bDURVakM5yiyKuqSK2CzL382kr6ZnUkZWeP1KNR2+toUSrITQgKCAgBYJ6CyiaHHgvh5zZGQkTZ06lcaPH+/rrtEfCBQ6gXNHDPTxc0nC0FVHDz0ZQdXq6mnTf27TLREN9bH/i6MKd3mWzK7QB+pnHcyYYKLln4psuAlEy3foqFlrB+HAy7EaDRYaWD1NLqnxtzRrpubujRCeTEQvPZhEHGa/7n3BNHIGH4MQ4iVuXF4EBPAzpwigo0sQ8DcCbO/xzuY4OazEGyb69IVrtiEumRpPQ98qQ6VzWcphj5yf5ibSuSOZdFfjUOo+KqeBrK3BANlYtdRMn71jn0z/NhbaeclCd1RQRxj4Y7OJOIJqRpadqV6YeexebaKOTwTT3H1Wg2R779gCAe0RUE9c197cMWIQAAEXBM4fz5AZdZVTnF330mmxLpNLmfPMDTr6azol3zTTgc3ptHWpPWNsLpdp+tTJIyLJn8M3aAkhc50/o96UIkvoZL4fpUXO5xNlTfOjHMI7CGiagMOfj6bngcGDAAioRKBMZRG+PcvegJvk7XLVcjdkTUkwOwVJO7ZThGvVYNm93kxvDjHS/Il5G3a27ay3zZkdkpKEI1H9ZupNut79QdS6t14aFfNyS9OOerqvB5TW6hFGS0VNAAJIUd8B9A8Cfkag3J0h1Ot5609tNmTtKbbvyEMAKVfd4cEoHsacsl5rZd9GM43vYqJ1iy307SwLTe6XuxDSoq2OFm3QU4UqRA90Jfrtsp7CRA4etUq6COf+839I2IDoKeGanh4eZBcCb1wy0w8fp9HaBeki2R3M+NRijnZ8SwBGqB7yhhGqh6BQze8JpCaZ6NDWFGHUqKemD0eJZQTvH5rpKWZ6f+h14qR31RuG0qMvldScYeTIlkY6vtf+MI8SZhbfXbKHVPf1jZ3QJYOO/GaxaVmihUy46FiYzK47oVOiXP4JEnIfBzl7ZWl0nryvigR5iWKJrEbDYGTl9fXNRH8uCTj8bHF5HgdBAAQCiABHR/3shavSk4IDWe38byKN+bhCng+vvBCER+lp4opyTtVMJjZMTaGzh43U+KFQavdYpNN5f9upXo/o5B8c4t46spREa8j7ohpneKROCB92gShZeNpwZt3tKzPk/eNtowham3TLTGcOm+iuRu6/zjlv0LK3UkXWY2HUKuKITF8TS1Ei+SAKCBQlAXwCi5I++gYBHxHgvDB/H8ukA1tSpFsnP7xYcx8ilgz+PuZZUrv8DnXm0ATaIx58V86IZY3P0+jX7z0LG54gxpqWZM15k98+vak/dnaQzd4iWHgdz9sdRCwEZC8Z6RZKF3YxHBL91nULmR2EhOx13e0f3G6iL0Vsj20r3S/zPPqvYKnlYPsSdr1t0UVPUbE6ihDGqXqHb+60JHIKJJe9T47xwsIHFxY+2HD2xzme3YvsbWEfBNQk4F5kVrMXtAUCIFBkBP7an0FL30gQv36FV4XRJH752ofCaeM5uqpjOSfCuSfdNFGt5uHCDdThSedYyYPthKvOQsSeten0+88GunTKRO36hVPXp4SPqUPhB/kckY/m9nWzeFBaKCQyhJ6cHEU1cgkj73C515uRwm5lmyWEzp+0UMmyIsBXSWcu3MG04Sba9K1F5NcRyQFFHX7PFPLbL7eCXNZ3Nah9InLpzBHWfDuhAsHZo2YaNCmU0kTU2hAh+ASHWPtt0FZPn+0PpQ3/MVHZyjqRU8b6dd22byhtWZpB8cLll5dgugwPo4p3WYPNXTljpAt/mqiqCCTHAea4mIUmStF88D5rvuIvO98bPo4CAr4mAAHE18TRHwj4kIAhwyKFyLLOWQAAHKJJREFUD+6SH+ri96/8Jx5D0l6j9r0RVLGmPU38thWJQmuRIjUj6z67TU/NLCtCvxfsa6JMJT3duGh/0F04waMQqhdRNn6ZLtrV0X097TlM/vthCl37m1UzsgplJBto+oAUmrgkimo2tj5MrWcK9/8qtXIKHtzj0g/NtGGZ0H5YlQlCUBIPd3GcNQoT+pnokw2ecVrwqj3ZX6ZQRGz9xkgHthId22WRGopl50OlwMF9Vqiup8GTnYVAvbDZmfJdDF04aY0TwjmCuPx1wECfvphE4VEcgp9o+IxoqtUsVGhN9NS4Q6iIIZIpBRZeYuo/wb+Xw+SE8F/AE3D+ZAf8dDFBECheBFh9z5oPe9GJh1AI9Z9YhgZMLEsdB5eynWJD0j0/iSeXEAAMYpmBy68rhX6/gGVEVrZediGtfE+Q0LQ4N3Rst/PyA0f+VIQPrsnLDPxw37su9xgkzq3mvZcpnv9z5xLNni3mmY+mL562Cx+OvbBG4fAexyPut+Mvi0BlVXhi9jqpQotyYItV+OCj/2qXKcLhZ0lhYp+FSBY2OK+PY6lcK0gIKnbB7LOXrPeKhQ8uP8zOkpTE9oB/R9E/J0VS1xER9O+vY5yuk5XxHwgUAQHPRPYiGBi6BAEQ8J5AcKhOGIBG0O5VqfJhzg/Lf4yJofLVXYdWDxHLMYrwwb2n3LZrMPI7mpjSemHsGEcm8ZBnYWJKHxEoI0uwYaGkRkP7w5Pbbt4lnA5ty5RLBGyfYhLKkCCxHFGqnLhYpcLtxoglqCDRtVHIP88/L4w4xXM7OjrvDto/oqPls7OEACFA6Bzkgb6jHCQKN03tXGWkd4YZxZysSy0Ros80Ea8tplQQXT9nv+jyX1ZjUxIeRckivsor3ZNl2HUWVF77NorK3+nMTbmSl1zY00UpNy4437vmne2aLqUO3kGgKAmo95ddlLNA3yAAAm4JdBxUgnqPjaE2faNoyJtxQhvhWvhgT5b7elmfxGEi+imX7qPdh96Mv2SiD0fepCk9b9CKGeLp6KIEiRwlbGPCgtCEL63GJyXidPTAYyJpXn9nG5AaDUPomQ9jqUqdYBHUS0+3b4VQkw7B1GWo6/G66C7PQ2vWiIe7eC6nCuUAa0JY8FiyJM/LZIXmHfT08UY93VmbqONjOuozWghN7Yle/EBHY992LRQoLScnWOhtEeCM+zZk6ER4dR3Vbx1En/4vgrqPsF+rFz8Jy1Ujm13OlD7Jor4Ybxbeuf+yazU4/sf2Fcn01eRb9Pu6VOr5rHVZhZdguPASDAoI+DMBaED8+e5gbCCgEoF6bZwf9u6abdk9mirUCKFkofmoWlfYD8TYH46O12SKZYHZo27ZDh3dmUm//ZAqBBjXtgV/bEqnw9sz6aEnQqnbiKwnpO1q+0aFu4Lp6fdi5XIDP6w5HLmaJUwoAYLFt56y9JIsNBARnqGRw2j5kJ6+OZb/322ZIjCsovHghkxGndBu6ChGCGO1mujpH6PMdGy3RQglehr9fjDt3WCg72dniDpW7ZHC4Pp5C2UKLdLOHw20b20aZSRZPZg4mWDHIdH00qJYOnvESLw8U74Gvt4Vbnj3TwL4hPrnfcGoQKDICFSpk7eqPineLIwddXa7BLEc8fcxoxBAcg57z5p0+uGjLMMEMlBaooX6vpj7r3NuuzBKx45E999PtGmTdSmmTBmiQYMKoyfnNuPK66huKz0d+tUsQttbzw2dGkzvC2+YrStEGHvBj12jZ/8WLLxYzDT3BWsoe14qYjsefnF5oG8wjWqWLHL1cIh8PhhBNWqnyfN/bEije3tEUhkHuxB5Ef4DAT8lAAHET28MhgUC/kygpLDLYBdQfjDyw5NTxTd4wLXg8suyrCdu1oSO7MjIUwApzLlv3CiCeW232pi0b1+YPTm3PXl5KH0320i3b1io7SNBMojYz18KNU9WYbuYn+aZKDLGLJasrEHGTCadMCK20D3NgqhZpxAZMC441JQlxOiEXY9wCU4KouhYk1jWETcCBQQ0RAACiIZuFoYKAv5CgG07nptfij4ZkyAeiiJcuHBI/emTW8JgtDRVuEtIIw6lYs1g4bIqjEuzno9KenmHKnlunj2cKQxpU4R3iHAhfbmktCnJ86JcKrRtm8vJQjzV5zn7V+7xPWaxxCTsO7IcjVgDwkJEHaEp4QinSklN0tETr0VQqTv0tE8szXBQMqVYzGxfYxHh2IOEy3ScchjvIKAJAvlfzNTEtDBIEACBwiYQHqmnf04pIWwSDMJzRjw9RflycrxInObsXtv3xSibloSXVl5c6N6w1dWY4y8Z6etpt+jU/zLpnBBEZo24LmwotP9rv3ZLPZWuaF1b4SUVjs/RZ2ww1bk3mIZNt2qTKtTQ0aSlkVL4YDbNOgVT6QrWazi4WNXaemHcW4pGfRgnY7e44odjIOCvBOziuL+OEOMCARDwWwIXT2RKF1H21ODCAsbVs0an4GXsXTN9bRwl3jCLMOJ6m4eH9Yq8///fz2m2hGysRWENwPXzRuFK7Kxpybsl/6vx6YEwWr/IKN1xH3w8SESetQoXbXqHEr+Ucl241H75hlEEdrPQuE8iRRRU69INCysoIKBVAvj0avXOYdwg4AcEWAhQhA8eDgfLyr4Ew8d1wlgktqzD2gEf9LCUvCNIxhFhrxguaUkWii4ZOMrbzkNy/xrmEO2jWmTY7G1Gt8ygeXvDRDCxwGFgvbP4v7gRwCe4uN1xzBcEVCRQsVYoPTIuVrbIAkJSQhC9PzxB2DCot0TSomskValr1XZwVNeBk0pStAjeVVzK/s1CcySchhQbGo7zsX+r3Xi1uHDAPAOPQO6id+DNFzMCARBQmcCdDcMp4YZjgCyiVXNT6JGxubva5mcYT0yOE8sUZhnBNNSLBHn56dNf6pYRieg4YqpSONR6mSzbEeUY3kFAiwSgAdHiXcOYQcCPCJiF8aRjnhf25rh0ytkQVY3hRkQL+5FiJnwwNw5UNniy9bcia0IG/F8wNXmw+GiA1PjsoA3/JAANiH/eF4wKBPySAIf/3vl9Ap09nCbiVQRRr+fukDErqtYNFl4qdqGj7aP5CC/qlzP1r0H1HBVCHf8ZLO1AIqKthqr+NUKMBgTyTwACSP6Z4QoQKLYENiyIl8IHA0i+ZaI182/QuSMkPVxiRRiKstXDqVnHMGrYznVQMgXc5mUGWj7TQEkimvtTb4TQgwNce7TsXmsSCfEswiOEs+kW7wev2mHplXuBdxAoKgIQQIqKPPoFAQ0SuHImy99WjJ0z6x76xW4MyUaS5asSNeoQnuvM/vzdRJ+/IiKKZRXerlpHTzUbOS8rTBuYQUd3mWUW309eNNDCQ+HEiexQQAAEAoMAbEAC4z5iFiDgEwIVaobJZQBbZw456VkgufCnXbCw1cm2MetZhzCf4lyEiAZ65ayz18yFk2Y6IIQbdvHl3Ckc9n3NQvsST7YmsQsCIKBBAhBANHjTMGQQKCoCDz1ZWhqCcg6Y8jVC6c769mBZPKamHXO3/di12iSCiDkLG2kiFHnDts7aD27f0bBVx99UzpcVFQL0CwIgoBIBLMGoBBLNgEBxIBAUrKMhb1ayTdVsttCKtxOElkKkkm8bTk0fFvHBcymcSp6NKDm4VjB/+whB45//DpFp6R0vq1RTT626B9G2lSI5m9CQ6EXdviJMOQoIgEDgEMBfdODcS8wEBHxOQK/X0YCJpTzu995uQTR7rEEsqehkSPVMkXW+23DXX0PPfxQq0s+bRORTosYd9CLjLuw/PAaNiiCgAQKu//I1MHBvhsiuhBwaGgUEQMC3BDjXybJz4bRxiTV5XYd+HGbd/d9i43bOSzO+HS16AwEQKEwCmrQBWblyJdWuXTvHi4/nVhYvXkzt27enyMhIatmyJW3ZsiW36jgHAiBQCASCgnTUeVCwfBV319pCwIsmQUAzBDSpAdm5cyelpqbSsGHDnEDXqFHDad9xZ9u2bTRy5Ej64IMP6MMPP6RPP/2UunXrRrt27aJGjRo5VsU2CIAACIAACIBAIRPQieUIzdmWd+rUiSpXrkwLFy70GE/dunWpadOm9NVXX9muadCggdSELFiwwHbM3QZrTaZOnUrjx493VwXHQQAEQAAEQAAEPCSgySWYAwcOUJMmTeQUPZGfLly4QMeOHaNHHnnECUuvXr1ozZo1TsewAwIgAAIgAAIgUPgENCeAXLlyha5fv05//vkndezYkSIiIqh58+bEyzLuyqlTp+SpSpXs7oN8oGLFirItM+cRz1auXbtGly9ftr08EXSyNYFdEAABEAABEAABNwQ0J4AcPHhQTmXr1q1SozFhwgS6ePGiNC49ckQkpXBREhMT5dHSpUs7nS1VqhSZTCaKj493Os47jRs3lgIKCyn8ysx0jt6Y4wIcAAEQAAEQAAEQ8JiA3xqhGo1GqZ1wnEnZsmXp7rvvpjlz5tDjjz9OcXEi+5Uoo0aNkjYhbKOxYsUKx0vkdrCMeCSCGemd5S1l35VwwXYhaWkiBnRW4f5QQAAEQAAEQAAE1CHgtwIIL5vUqVPHaZZHjx6Vx8aMGeN0vEKFCtS6dWvav3+/03Flp3z58nLz1i2RetOhKPslSohQi9lK165dnY4EBSEegRMQ7IAACIAACICAFwT8VgApV66c1HQ4zo0FiatXr8pXw4YNHU9RTExMDo2JUkERQPhax8L7rEXha1FAAARAAARAAAR8R8BvBRC2z8iu6WAskyZNojfffJNOnDhBNWvWlKTYxmPjxo3Up08fl+RYQ8KBy9auXUvdu3e31WEPmHbt2tn2sQECIAACIAACIOAbAs5GEb7p06teBg4cSKGhofTCCy9IIYRdcocMGULsyfLyyy/b2mbj1FmzZsl9Drv+7LPP0qJFi2j16tXStoPPsUHrjBkzbNdgAwRAAARAAARAwDcE/FYD4m76bBfy7bff0ujRo6VWg+tVr16dNm3aRI7LMsuWLZP2IuPGjZNNPf3003Ty5Enq3bu39Hxhjci8efOoVq1a7rrCcRAAARAAARAAgUIioMlIqMyC43JwgLGQkBBSbDw8YZSenk4c46Nq1aqeVLfVQSRUGwpsgAAIgAAIgIDXBDSnAVFmzMsqVapUUXY9fg8PD8+38OFx46gIAiAAAiAAAiDgEQHN2YB4NCtUAgEQAAEQAAEQ8GsCml2C8TVVjgPCQdByy7jr6zGhPxAAARAAAfUIcJBLtilE8Q0BzS7B+AaPvReOS8J5Z5ATxs7E0y0OIMf5e+Dy7Ckx7+slJSXRjh07ZLbn7CkIvG8dLbgjsGvXLgoLC7Mly3RXD8fVI8CpONijkXODsU0ginYIQAOinXul2ZGOHTtWxmDhBIIoviHAQl+9evVo8+bN1KFDB990il6obdu2xEkv2QsPxTcEvvrqK3ryyScpISGBYmNjfdMpelGFAGxAVMGIRkAABEAABEAABPJDAAJIfmihLgiAAAiAAAiAgCoEYAOiCkY0khuBZs2akZKROLd6OKceAVZFcwZntl1C8R2BTp06EaeRQPEdATYa5c86R8hG0RYB2IBo635htCAAAiAAAiAQEASwBBMQtxGTAAEQAAEQAAFtEYAAoq37hdGCAAiAAAiAQEAQgAASELdRO5NAHBXf3Suw9h1rpScwV0j49h3cfctbrd4ggKhFEu3kSmDdunX02GOPUYkSJWR8ig8++CDX+jhZcAKLFy+m9u3bEydQbNmyJW3ZsqXgjeFKjwjg8+0RJlUrmc1mmjJlCt11113ye2XAgAG0detWVftAY4VLAAJI4fJF64LA33//Tb1796ayZcvKh+FTTz1FEyZMoJkzZ4KPygS2bdtGI0eOpH79+hFH5WzRogV169aNDhw4oHJPaE4hgM+3QsK3788//zy99957NHnyZFq/fj0ZDAbq27cvJScn+3Yg6K3ABOAFU2B0uNBTAiNGjJCCB0dC1eutMi9/UZw+fZr279/vaTOo5wGBunXrUtOmTYmjQyqlQYMGUhOyYMEC5RDeVSSAz7eKMD1s6urVq1StWjWaN28eDRkyRF6VlpZG/Fl/7bXXaNCgQR62hGpFSQBxQIqSfjHpe/bs2XTz5k2b8MHT5i8Q5G1Q9wNw4cIFOnbsGE2bNs2p4V69ehGEDyckqu7g860qTo8aW7FiBUVHR9PgwYNt9TlX16lTp2z72PB/AliC8f97pPkRhoeHU8WKFeU8zpw5Q2+88Qbt3LmTxowZo/m5+dMElC9fzkXiWJg9JwPkNXMU9Qng860+07xa5GWv+vXr08mTJ2nYsGFS68eakEuXLuV1Kc77EQFoQPzoZgT6UM6ePUs1atSQ0+zZs6dMIBXoc/bl/BITE2V32bPfcmROk8lE8fHx0g7Hl2MqTn3h8+27u82Cxq1bt2SGbTZC5aWXpUuX0oYNG+jIkSOIRuu7W+FVT9CAeIUPFzsSYOOvy5cv2178q9ux8IORjSE/+ugj+uOPP6h169bywehYB9sFJ6CEu1fsbJSWlP3MzEzlEN4LgQA+34UA1U2Tt2/fpoMHD9Kzzz5LO3bsIPb82rt3r/zueffdd91chcP+RgAaEH+7IxoeD7vWsgGYUlhFeujQIWVXuso1bNiQ+MW/yjmF9u7du+n++++31cFGwQmUL19eXsy/DB2Lss8u0CiFR4D54vNdeHwdW+YcRzqdzmaAyueYfb169WjPnj2OVbHtxwQggPjxzdHa0Lp27UpxcXG2YStLAfv27ZPCxz333GM716VLF7nNrqIQQGxYvNpQBBA28HUsvM/3JSYmxvEwtlUigM+3SiDz0QzbNXGcmwoVKjhdxZ4x7A2Dog0CEEC0cZ80McrmzZsTv7IXNg5ji3UWNpTCfvtcFJsQ5TjeC06Av4xr165Na9eupe7du9saWrNmjVwrtx3AhqoE8PlWFadHjXGgvenTpxMLfxxsjwsLHhx0j+ODoGiEgAhhiwIChUpg1qxZFvHnYHn//fctwh3X8v3331uENsQi1KWW9PT0Qu27uDU+Z84cS1RUlOWnn36ypKamWsSymEV4aVhEDJbihsJn88Xn22eonToS8W7k94iwBbGcO3fOMnToUPnZF3ZmTvWw478EyH+HhpEFCgHh/mmZNGmSJSwszCLWbaUw0qlTJ4twyQ2UKfrNPEQ0SMvYsWMtwiBVsq5Tp45l0aJFfjO+QBwIPt9Fc1evXLliefjhh+XnnL9XhDeMRWj/imYw6LVABBAJVSOaqkAYZkZGBnEcEF4qiI2NDYQp+e0chGaJrl27RlWrVvXbMQbawPD5Lpo7mpSUROwVU7ly5aIZAHotMAEIIAVGhwtBAARAAARAAAQKSgBxQApKDteBAAiAAAiAAAgUmAAEkAKjw4UgAAIgAAIgAAIFJQABpKDkcB0IgAAIgAAIgECBCUAAKTA6XAgCIAACIAACIFBQAhBACkoO14EACIAACIAACBSYACKhFhgdLgQB9QhwtlrO5snh1Dt27Oiy4YsXL8pIj40bN5apyLkSR5c9deqUrN+3b1+KiIhwee2FCxdo69at8lzv3r1lZNrsFTmLKCcJvPvuu23RJbPX+f333+nYsWNOhznZHYd55/DYIjiU0zlvds6fP0/r1q2jESNGeNMMrgUBEPBXAgWKHoKLQAAEVCUgwkjLAG0PPfSQ23ZXr14t67z55pu2OsOGDZPHxPeLZcWKFbbj2TfGjx9vq3f69Onsp+U+B4fjdmrWrGnh4Fquyrhx42ztcN3sL75206ZNri7N17GUlBSLELRkZMt8XYjKIAACmiGAJRjxDYoCAlonEBoaSkIAcTkN8W1Ey5cvl9lDXVYQB//++28SggNxQkHWqGzcuNFdVXl84cKFMpMxZzP+7bffiHP7vPrqq3T27FliTQy3V9DCyfP69OlD+/fvL2gTuA4EQEADBCCAaOAmYYggkBcBEZKaOOmc0BzkqMoCAgsErVu3znFOOSDCtZPQetBHH30kl2fmzp2rnHL5zmnPOQkYv1q1akXc/7Rp02jixImUkJBAIheNy+vyOvjll19S3bp1adu2bVSpUqW8quM8CICAhglAANHwzcPQQUAh0L9/fxLJ50gs0yiHbO/Lli0jkfzPrX0Ga0hYo9GoUSMSSyjUq1cvWrVqFbHNSX5L27Zt5SWHDx/O76Wy/siRI2WG5D179lCLFi0K1AYuAgEQ0AYBCCDauE8YJQjkSuDBBx+ksmXL5liGYa3GN998QwMGDHB7/ebNm+XSyRNPPCHrDBo0iIxGI33++edur3F3QhGAqlWr5q5Krsd/+OEH2rt3r83INtfKOAkCIKBpAhBANH37MHgQsBIQ2W+l7UX2ZRj2fBFZQ+nxxx93i+qLL76goKAgUgQQ9sLhxF6fffaZFERcXciCjfJiD57Lly/TkiVLpCYlPDycHn30UVeX5XmMl3JQQAAEigcBCCDF4z5jlsWAQL9+/Uh40zjZX/DyS5MmTeQSjCsEbK/x3XffUefOnaULMNdht9onn3xSLsHwUoyrwnYfLLTwi4UfdsFlAYb3WaARqdFdXYZjIAACIGAjgDggNhTYAIGiI8APcS6sTXBXMjMz5Sl+yLsq7dq1k0IEL7mwTYjBYKCVK1fSyy+/7Kq6PPb1119Tenq69JCZPn26rd61a9fkNhujPvLII7bjyga3X65cObnLAkuFChXozjvvlDFM4uLilGp4BwEQAAG3BCCAuEWDEyDgOwIsgERFRVFSUpLbTtk9lUtsbKzLOiwI8NLHggULpDfML7/8Qrdu3ZLCiMsLxEHWVvB1vFTDL8fCY2J3XHbLZeNUx/Liiy/CSNQRCLZBAATyTQBLMPlGhgtAoHAIsOHmiRMn3NpdHD9+XHbMmgZ3hTUTvAzDxqAc+4Ndb6tWreqy+sGDB4kjmw4ePJiSk5NzvObPn0/sIcPvKCAAAiCgNgEIIGoTRXsgUEACHASMBYEXXnghRwts5MmusqVLl841ngcLHGxAymHdf/zxx1yNT1lTwoXtPVwVtimJjo6W/WZkZLiqgmMgAAIgUGACWIIpMDpcCALqEuBAXhxZdPbs2cTaCbbpYNdaXgJZvHix1Gz8/PPPLvO4KCPR6XT02GOP0QcffCANQnnbVWF7EvZaqVKliuzHVR0WPlgI4WUajrLqTlBxdS2OgQAIgEBeBKAByYsQzoOAjwhwIjn2OlE8UF5//XV67rnniKODPvDAA9KglN/zKrwMw0XklZECjKv6HG8jPj6eBg4cKG1AXNXhY8OHD5en5s2b564KjoMACIBAgQjoOGtNga7ERSAAAoVK4ObNm3T9+nWZnZY1GyggAAIgEEgEIIAE0t3EXEAABEAABEBAIwRgA6KRG4VhgoDWCLDdyqVLlzwa9vPPPy/dkD2qjEogAAIBQQACSEDcRkwCBPyPwIEDB6RbsScjGz16tCfVUAcEQCCACGAJJoBuJqYCAiAAAiAAAlohAC8YrdwpjBMEQAAEQAAEAogABJAAupmYCgiAAAiAAAhohQAEEK3cKYwTBEAABEAABAKIAASQALqZmAoIgAAIgAAIaIUABBCt3CmMEwRAAARAAAQCiAAEkAC6mZgKCIAACIAACGiFAAQQrdwpjBMEQAAEQAAEAogABJAAupmYCgiAAAiAAAhohQAEEK3cKYwTBEAABEAABAKIAASQALqZmAoIgAAIgAAIaIUABBCt3CmMEwRAAARAAAQCiAAEkAC6mZgKCIAACIAACGiFAAQQrdwpjBMEQAAEQAAEAogABJAAupmYCgiAAAiAAAhohQAEEK3cKYwTBEAABEAABAKIwP8Dn896chqwJ7sAAAAASUVORK5CYII=" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuIyBEaW1QbG90KGtlcmF0bywgcmVkdWN0aW9uID0gXFxwY2FcXClcbmBgYFxuYGBgIn0= -->
```r
```r
# DimPlot(kerato, reduction = \pca\)
<!-- rnb-source-end -->
<!-- rnb-chunk-end -->
<!-- rnb-text-begin -->
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin 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 -->
```r
```r
kerato@meta.data %>%
group_by(seurat_clusters,Phase) %>%
count() %>%
group_by(seurat_clusters) %>%
mutate(percent=100*n/sum(n)) %>%
ungroup() %>%
ggplot(aes(x=seurat_clusters,y=percent, fill=Phase)) +
geom_col() +
ggtitle(\Percentage of cell cycle phases per cluster\) + theme_calc() + labs( x = \Cluster\, y = \Percent\)
<!-- rnb-source-end -->
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<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-chunk-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuVmxuUGxvdChrZXJhdG8sZmVhdHVyZXM9XFxwZXJjZW50Lkxhcmdlc3QuR2VuZVxcKSArIGxhYnModGl0bGUgPSBcXFBlcmNlbnRhZ2UgbGFyZ2VzdCBnZW5lXFwsIHggPSBcXENsdXN0ZXJcXClcbmBgYFxuYGBgIn0= -->
```r
```r
VlnPlot(kerato,features=\percent.Largest.Gene\) + labs(title = \Percentage largest gene\, x = \Cluster\)
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuVmxuUGxvdChrZXJhdG8sZmVhdHVyZXM9XFxwZXJjZW50LnJpYm9zb21hbFxcKSArIGxhYnModGl0bGUgPSBcXFBlcmNlbnRhZ2Ugcmlib3NvbWFsIGdlbmVzXFwsIHggPSBcXENsdXN0ZXJcXClcbmBgYFxuYGBgIn0= -->
```r
```r
VlnPlot(kerato,features=\percent.ribosomal\) + labs(title = \Percentage ribosomal genes\, x = \Cluster\)
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuVmxuUGxvdChrZXJhdG8sZmVhdHVyZXM9XFxwZXJjZW50Lm10XFwpICsgbGFicyh0aXRsZSA9IFxcUGVyY2VudGFnZSBtaXRvY2hvbmRyaWFsIGdlbmVzXFwsIHggPSBcXENsdXN0ZXJcXClcbmBgYFxuYGBgIn0= -->
```r
```r
VlnPlot(kerato,features=\percent.mt\) + labs(title = \Percentage mitochondrial genes\, x = \Cluster\)
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuVmxuUGxvdChrZXJhdG8sZmVhdHVyZXM9XFxuRmVhdHVyZV9STkFcXCkgKyBsYWJzKHRpdGxlID0gXFxGZWF0dXJlcyBwZXIgYmFyY29kZVxcLCB4ID0gXFxDbHVzdGVyXFwpXG5gYGBcbmBgYCJ9 -->
```r
```r
VlnPlot(kerato,features=\nFeature_RNA\) + labs(title = \Features per barcode\, x = \Cluster\)
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuVmxuUGxvdChrZXJhdG8sZmVhdHVyZXM9XFxuQ291bnRfUk5BXFwpICsgbGFicyh0aXRsZSA9IFxcQ291bnRzIHBlciBiYXJjb2RlXFwsIHggPSBcXENsdXN0ZXJcXClcbmBgYFxuYGBgIn0= -->
```r
```r
VlnPlot(kerato,features=\nCount_RNA\) + labs(title = \Counts per barcode\, x = \Cluster\)
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuTkFcbk5BXG5gYGBcbmBgYCJ9 -->
```r
```r
NA
NA
<!-- rnb-source-end -->
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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxua2VyYXRvQHJlZHVjdGlvbnMkdW1hcEBjZWxsLmVtYmVkZGluZ3MgJT4lXG4gIGFzX3RpYmJsZSgpICU+JVxuICBhZGRfY29sdW1uKHNldXJhdF9jbHVzdGVycz1rZXJhdG8kc2V1cmF0X2NsdXN0ZXJzLCBsYXJnZXN0X2dlbmU9a2VyYXRvJGxhcmdlc3RfZ2VuZSkgJT4lXG4gIGZpbHRlcihsYXJnZXN0X2dlbmUgJWluJSBsYXJnZXN0X2dlbmVzX3RvX3Bsb3QpICU+JVxuICBnZ3Bsb3QoYWVzKHg9VU1BUF8xLCB5PVVNQVBfMiwgY29sb3VyPXNldXJhdF9jbHVzdGVycykpICtcbiAgZ2VvbV9wb2ludCgpICtcbiAgZmFjZXRfd3JhcCh2YXJzKGxhcmdlc3RfZ2VuZSkpICt0aGVtZV9jbGFzc2ljKClcbmBgYFxuYGBgIn0= -->
```r
```r
kerato@reductions$umap@cell.embeddings %>%
as_tibble() %>%
add_column(seurat_clusters=kerato$seurat_clusters, largest_gene=kerato$largest_gene) %>%
filter(largest_gene %in% largest_genes_to_plot) %>%
ggplot(aes(x=UMAP_1, y=UMAP_2, colour=seurat_clusters)) +
geom_point() +
facet_wrap(vars(largest_gene)) +theme_classic()
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-chunk-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxua2VyYXRvQHJlZHVjdGlvbnMkdW1hcEBjZWxsLmVtYmVkZGluZ3MgJT4lXG4gIGFzX3RpYmJsZSgpICU+JVxuICBhZGRfY29sdW1uKHNldXJhdF9jbHVzdGVycz1rZXJhdG8kc2V1cmF0X2NsdXN0ZXJzLCBQaGFzZT1rZXJhdG8kUGhhc2UpICU+JVxuICBnZ3Bsb3QoYWVzKHg9VU1BUF8xLCB5PVVNQVBfMiwgY29sb3VyPXNldXJhdF9jbHVzdGVycykpICtcbiAgZ2VvbV9wb2ludCgpICtcbiAgZmFjZXRfd3JhcCh2YXJzKFBoYXNlKSkgKyB0aGVtZV9jbGFzc2ljKClcbmBgYFxuYGBgIn0= -->
```r
```r
kerato@reductions$umap@cell.embeddings %>%
as_tibble() %>%
add_column(seurat_clusters=kerato$seurat_clusters, Phase=kerato$Phase) %>%
ggplot(aes(x=UMAP_1, y=UMAP_2, colour=seurat_clusters)) +
geom_point() +
facet_wrap(vars(Phase)) + theme_classic()
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-chunk-end -->
<!-- rnb-text-begin -->
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuI1lvdSBjYW4gc2F2ZSB0aGUgb2JqZWN0IGF0IHRoaXMgcG9pbnQgc28gdGhhdCBpdCBjYW4gZWFzaWx5IGJlIGxvYWRlZCBiYWNrIGluIHdpdGhvdXQgaGF2aW5nIHRvIHJlcnVuIHRoZSBjb21wdXRhdGlvbmFsbHkgaW50ZW5zaXZlIHN0ZXBzIHBlcmZvcm1lZCBhYm92ZSwgb3IgZWFzaWx5IHNoYXJlZCB3aXRoIGNvbGxhYm9yYXRvcnMuXG5zYXZlUkRTKGtlcmF0bywgZmlsZSA9IFxcc21hbGxsYXJnZWtlcmEucmRzXFwpXG5cbm9sZC5rZXJhdG8gPC0gcmVhZFJEUyhcXHBzZXVkb1NMa2VyYS5yZHNcXClcbkRpbVBsb3Qob2xkLmtlcmF0bywgcmVkdWN0aW9uID0gXFx1bWFwXFwpXG5gYGBcbmBgYCJ9 -->
```r
```r
#You can save the object at this point so that it can easily be loaded back in without having to rerun the computationally intensive steps performed above, or easily shared with collaborators.
saveRDS(kerato, file = \smalllargekera.rds\)
old.kerato <- readRDS(\pseudoSLkera.rds\)
DimPlot(old.kerato, reduction = \umap\)
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuRGltUGxvdChrZXJhdG8sIHJlZHVjdGlvbiA9IFxcdW1hcFxcKVxuYGBgXG5gYGAifQ== -->
```r
```r
DimPlot(kerato, reduction = \umap\)
<!-- rnb-source-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-chunk-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuIyBwbG90IFFDIG1ldHJpY3Mgb24gVU1BUFxuXG5GZWF0dXJlUGxvdChrZXJhdG8sZmVhdHVyZSA9IFxcY29tcGxleGl0eS5kaWZmXFwpICArIHNjYWxlX2NvbG9yX2dyYWRpZW50bihjb2xvcnM9YyhcXGJsYWNrXFwsXFxwdXJwbGVcXCxcXHllbGxvd1xcKSkgKyBsYWJzKHggPSBcXFVNQVAgMVxcLCB5ID0gXFxVTUFQIDJcXCwgdGl0bGUgPSBcXENvbXBsZXhpdHkgRGlmZmVyZW50aWFsXFwpICBcbmBgYFxuYGBgIn0= -->
```r
```r
# plot QC metrics on UMAP
FeaturePlot(kerato,feature = \complexity.diff\) + scale_color_gradientn(colors=c(\black\,\purple\,\yellow\)) + labs(x = \UMAP 1\, y = \UMAP 2\, title = \Complexity Differential\)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiU2NhbGUgZm9yICdjb2xvdXInIGlzIGFscmVhZHkgcHJlc2VudC4gQWRkaW5nIGFub3RoZXIgc2NhbGUgZm9yXG4nY29sb3VyJywgd2hpY2ggd2lsbCByZXBsYWNlIHRoZSBleGlzdGluZyBzY2FsZS5cbiJ9 -->
Scale for ‘colour’ is already present. Adding another scale for ‘colour’, which will replace the existing scale.
<!-- rnb-output-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuRmVhdHVyZVBsb3Qoa2VyYXRvLGZlYXR1cmUgPSBcXG5Db3VudF9STkFcXCkgICsgc2NhbGVfY29sb3JfZ3JhZGllbnRuKGNvbG9ycz1jKFxcYmxhY2tcXCxcXHB1cnBsZVxcLFxceWVsbG93XFwpKSArIGxhYnMoeCA9IFxcVU1BUCAxXFwsIHkgPSBcXFVNQVAgMlxcLCB0aXRsZSA9IFxcQ291bnRzIHBlciBiYXJjb2RlXFwpICBcbmBgYFxuYGBgIn0= -->
```r
```r
FeaturePlot(kerato,feature = \nCount_RNA\) + scale_color_gradientn(colors=c(\black\,\purple\,\yellow\)) + labs(x = \UMAP 1\, y = \UMAP 2\, title = \Counts per barcode\)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiU2NhbGUgZm9yICdjb2xvdXInIGlzIGFscmVhZHkgcHJlc2VudC4gQWRkaW5nIGFub3RoZXIgc2NhbGUgZm9yXG4nY29sb3VyJywgd2hpY2ggd2lsbCByZXBsYWNlIHRoZSBleGlzdGluZyBzY2FsZS5cbiJ9 -->
Scale for ‘colour’ is already present. Adding another scale for ‘colour’, which will replace the existing scale.
<!-- rnb-output-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuRmVhdHVyZVBsb3Qoa2VyYXRvLGZlYXR1cmUgPSBcXG5GZWF0dXJlX1JOQVxcKSAgKyBzY2FsZV9jb2xvcl9ncmFkaWVudG4oY29sb3JzPWMoXFxibGFja1xcLFxccHVycGxlXFwsXFx5ZWxsb3dcXCkpICsgbGFicyh4ID0gXFxVTUFQIDFcXCwgeSA9IFxcVU1BUCAyXFwsIHRpdGxlID0gXFxGZWF0dXJlcyBwZXIgYmFyY29kZVxcKSBcbmBgYFxuYGBgIn0= -->
```r
```r
FeaturePlot(kerato,feature = \nFeature_RNA\) + scale_color_gradientn(colors=c(\black\,\purple\,\yellow\)) + labs(x = \UMAP 1\, y = \UMAP 2\, title = \Features per barcode\)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiU2NhbGUgZm9yICdjb2xvdXInIGlzIGFscmVhZHkgcHJlc2VudC4gQWRkaW5nIGFub3RoZXIgc2NhbGUgZm9yXG4nY29sb3VyJywgd2hpY2ggd2lsbCByZXBsYWNlIHRoZSBleGlzdGluZyBzY2FsZS5cbiJ9 -->
Scale for ‘colour’ is already present. Adding another scale for ‘colour’, which will replace the existing scale.
<!-- rnb-output-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuRmVhdHVyZVBsb3Qoa2VyYXRvLGZlYXR1cmUgPSBcXHBlcmNlbnQubXRcXCkgICsgc2NhbGVfY29sb3JfZ3JhZGllbnRuKGNvbG9ycz1jKFxcYmxhY2tcXCxcXHB1cnBsZVxcLFxceWVsbG93XFwpKSArIGxhYnMoeCA9IFxcVU1BUCAxXFwsIHkgPSBcXFVNQVAgMlxcLCB0aXRsZSA9IFxcUGVyY2VudGFnZSBtaXRvY2hvbmRyaWFsIGdlbmVzXFwpIFxuYGBgXG5gYGAifQ== -->
```r
```r
FeaturePlot(kerato,feature = \percent.mt\) + scale_color_gradientn(colors=c(\black\,\purple\,\yellow\)) + labs(x = \UMAP 1\, y = \UMAP 2\, title = \Percentage mitochondrial genes\)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiU2NhbGUgZm9yICdjb2xvdXInIGlzIGFscmVhZHkgcHJlc2VudC4gQWRkaW5nIGFub3RoZXIgc2NhbGUgZm9yXG4nY29sb3VyJywgd2hpY2ggd2lsbCByZXBsYWNlIHRoZSBleGlzdGluZyBzY2FsZS5cbiJ9 -->
Scale for ‘colour’ is already present. Adding another scale for ‘colour’, which will replace the existing scale.
<!-- rnb-output-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuRmVhdHVyZVBsb3Qoa2VyYXRvLGZlYXR1cmUgPSBcXHBlcmNlbnQucmlib3NvbWFsXFwpICArIHNjYWxlX2NvbG9yX2dyYWRpZW50bihjb2xvcnM9YyhcXGJsYWNrXFwsXFxwdXJwbGVcXCxcXHllbGxvd1xcKSkgKyBsYWJzKHggPSBcXFVNQVAgMVxcLCB5ID0gXFxVTUFQIDJcXCwgdGl0bGUgPSBcXFBlcmNlbnRhZ2Ugcmlib3NvbWFsIGdlbmVzXFwpIFxuYGBgXG5gYGAifQ== -->
```r
```r
FeaturePlot(kerato,feature = \percent.ribosomal\) + scale_color_gradientn(colors=c(\black\,\purple\,\yellow\)) + labs(x = \UMAP 1\, y = \UMAP 2\, title = \Percentage ribosomal genes\)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiU2NhbGUgZm9yICdjb2xvdXInIGlzIGFscmVhZHkgcHJlc2VudC4gQWRkaW5nIGFub3RoZXIgc2NhbGUgZm9yXG4nY29sb3VyJywgd2hpY2ggd2lsbCByZXBsYWNlIHRoZSBleGlzdGluZyBzY2FsZS5cbiJ9 -->
Scale for ‘colour’ is already present. Adding another scale for ‘colour’, which will replace the existing scale.
<!-- rnb-output-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuRmVhdHVyZVBsb3Qoa2VyYXRvLGZlYXR1cmUgPSBcXHBlcmNlbnQuTGFyZ2VzdC5HZW5lXFwpICArIHNjYWxlX2NvbG9yX2dyYWRpZW50bihjb2xvcnM9YyhcXGJsYWNrXFwsXFxwdXJwbGVcXCxcXHllbGxvd1xcKSkgKyBsYWJzKHggPSBcXFVNQVAgMVxcLCB5ID0gXFxVTUFQIDJcXCwgdGl0bGUgPSBcXFBlcmNlbnRhZ2UgbGFyZ2VzdCBnZW5lc1xcKSBcbmBgYFxuYGBgIn0= -->
```r
```r
FeaturePlot(kerato,feature = \percent.Largest.Gene\) + scale_color_gradientn(colors=c(\black\,\purple\,\yellow\)) + labs(x = \UMAP 1\, y = \UMAP 2\, title = \Percentage largest genes\)
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiU2NhbGUgZm9yICdjb2xvdXInIGlzIGFscmVhZHkgcHJlc2VudC4gQWRkaW5nIGFub3RoZXIgc2NhbGUgZm9yXG4nY29sb3VyJywgd2hpY2ggd2lsbCByZXBsYWNlIHRoZSBleGlzdGluZyBzY2FsZS5cbiJ9 -->
Scale for ‘colour’ is already present. Adding another scale for ‘colour’, which will replace the existing scale.
<!-- rnb-output-end -->
<!-- rnb-plot-begin -->
<img 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" />
<!-- rnb-plot-end -->
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<!-- rnb-chunk-begin -->
<!-- rnb-source-begin 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 -->
```r
```r
basal.kerato.markers <- c(\Krt14\,\Krt5\,\Cdh3\,\Krt15\,\Col17a1\,\Tp73\,\Fam83g\,\Fgfr3\,\Tp63\,\Bcl11b\)
spinous.kerato.markers <- c(\Cdh1\,\Krt1\,\Krt10\,\Dsg1\,\Lgal57\,\Hopx\,\Cyp4f22\,\Grhl1\,\Prgs1\,\Klk9\)
granular.kerato.markers <- c(\Dsc1\,\Krt2\,\Ivl\,\Tgm3\,\Kprp\,\Pof1b\,\Dnase1l2\,\Trex2\,\Otx1\,\Eps8l1\,\Card18\)
<!-- rnb-source-end -->
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<!-- rnb-text-begin -->
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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxucG5nKFwiaW1hZ2VzX291dC9iYXNhbF9tYXJrZXJzX2hlYXRtYXAucG5nXCIsd2lkdGggPSA2MDAsIGhlaWdodCA9IDQwMClcbkRvSGVhdG1hcChrZXJhdG8sIGZlYXR1cmVzID0gYmFzYWwua2VyYXRvLm1hcmtlcnMpXG5gYGAifQ== -->
```r
png("images_out/basal_markers_heatmap.png",width = 600, height = 400)
DoHeatmap(kerato, features = basal.kerato.markers)
Warning: The following features were omitted as they were not found in the scale.data slot for the RNA assay: Fgfr3, Fam83g
dev.off()
null device
1
png("images_out/spinous_markers_heatmap.png",width = 600, height = 350)
DoHeatmap(kerato, features = spinous.kerato.markers)
Warning: The following features were omitted as they were not found in the scale.data slot for the RNA assay: Klk9, Prgs1, Cyp4f22, Lgal57
dev.off()
null device
1
png("images_out/granular_markers_heatmap.png",width = 600, height = 300)
DoHeatmap(kerato, features = granular.kerato.markers)
Warning: The following features were omitted as they were not found in the scale.data slot for the RNA assay: Card18, Otx1, Trex2, Dnase1l2, Kprp, Ivl, Krt2
dev.off()
null device
1
# basal markers
png("images_out/basal_markers_vln.png",width = 400, height = 500)
Stacked_VlnPlot(seurat_object = kerato, features = basal.kerato.markers, x_lab_rotate = TRUE, colors_use = plot.colours)
Warning: The following features were omitted as they were not found: Fam83g and Fgfr3
dev.off()
null device
1
# spinous markers
png("images_out/spinous_markers_vln.png",width = 400, height = 400)
Stacked_VlnPlot(seurat_object = kerato, features = spinous.kerato.markers, x_lab_rotate = TRUE, colors_use = plot.colours)
Warning: The following features were omitted as they were not found: Lgal57, Cyp4f22, Prgs1, and Klk9
dev.off()
null device
1
# granular markers
png("images_out/granular_markers_vln.png",width = 400, height = 300)
Stacked_VlnPlot(seurat_object = kerato, features = granular.kerato.markers, x_lab_rotate = TRUE, colors_use = plot.colours)
Warning: The following features were omitted as they were not found: Krt2, Ivl, Kprp, Dnase1l2, Trex2, Otx1, and Card18
dev.off()
null device
1
# Post actin-intersection analysis
# Actin markers pulled out of clustering
actin.cluster.markers <- c("Anxa1", "Sptbn2", "Rflnb", "Cavin3", "Tmsb4x", "Phpt1", "Cav1", "Ctsl", "Amotl2", "Hsp90b1", "Slc2a1", "Gmfg", "Dstn")
png("images_out/actin_markers_vln.png",width = 400, height = 650)
Stacked_VlnPlot(seurat_object = kerato, features = actin.cluster.markers, x_lab_rotate = TRUE, colors_use = plot.colours)
dev.off()
null device
1
png("images_out/actin_markers_heatmap.png",width = 600, height = 500)
DoHeatmap(kerato, features = actin.cluster.markers)
dev.off()
null device
1